{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pymongo\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import mpl  \n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "client = pymongo.MongoClient(host='localhost', port=27017)\n",
    "db = client['music']\n",
    "collection = db['menu']\n",
    "# 将数据库数据转为dataFrame\n",
    "data = pd.DataFrame(list(collection.find()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(66, 2)\n"
     ]
    }
   ],
   "source": [
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "num=data['playlists']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'expertTags': None, 'experts': {'1': '音乐视频达人'}, 'djStatus': 0, 'vipType': 11, 'remarkName': None, 'avatarImgIdStr': '109951163714804514', 'backgroundImgIdStr': '2002210674180203', 'avatarImgId_str': '109951163714804514'}, 'tracks': None, 'subscribers': [{'defaultAvatar': False, 'province': 350000, 'authStatus': 0, 'followed': False, 'avatarUrl': 'http://p1.music.126.net/g3OoGhRmsZ5VPKl-48ae7g==/109951163412189188.jpg', 'accountStatus': 0, 'gender': 2, 'city': 350700, 'birthday': -2209017600000, 'userId': 1523634514, 'userType': 0, 'nickname': '木婴木1807', 'signature': '', 'description': '', 'detailDescription': '', 'avatarImgId': 109951163412189180, 'backgroundImgId': 109951163413739250, 'backgroundUrl': 'http://p1.music.126.net/ox4FgDSYanzP9_bbPtCDVw==/109951163413739242.jpg', 'authority': 0, 'mutual': False, 'expertTags': None, 'experts': None, 'djStatus': 0, 'vipType': 0, 'remarkName': None, 'avatarImgIdStr': '109951163412189188', 'backgroundImgIdStr': '109951163413739242', 'avatarImgId_str': '109951163412189188'}], 'subscribed': None, 'commentThreadId': 'A_PL_0_2530668718', 'newImported': False, 'adType': 0, 'highQuality': False, 'privacy': 0, 'ordered': True, 'anonimous': False, 'shareCount': 130, 'coverImgId_str': '109951163771774347', 'commentCount': 44, 'alg': 'alg_sq_offline'}, {'name': 'Tokyo Ghoul™', 'id': 2467999839, 'trackNumberUpdateTime': 1546358867229, 'status': 0, 'userId': 316344609, 'createTime': 1539443633909, 'updateTime': 1546358867229, 'subscribedCount': 16659, 'trackCount': 15, 'cloudTrackCount': 0, 'coverImgUrl': 'http://p2.music.126.net/HXM0JydZ5TyppnWlp5faWA==/109951163602128728.jpg', 'coverImgId': 109951163602128740, 'description': '喰種一到四季OP ED收錄，封禁的歌曲在我的電台中\\n其中三首虽然标题写的是Cover，但是是原唱上传\\n第一季OP&ED：unravel 聖者たち\\n第二季OP&ED：無能 季節は次々死んでいく\\n第三季OP&ED：Asphyxia HALF\\n第四季OP&ED：Katharsis 楽園の君\\n第二季第二集插曲：Glassy Sky\\n第三季第二集插曲：Remembering\\n\\n1.第二季op無能在我的电台(包括glassy sky)\\n2.下载方式:点击电台下载↣下载完毕↣打开文件管理↣找到本地音乐或文件夹中的网易云音乐↣上传网易云音乐云盘\\n3.请勿在评论区出现于歌单无关的闲语或过激言论', 'tags': ['日语', 'ACG', '感动'], 'playCount': 356368, 'trackUpdateTime': 1547033933909, 'specialType': 0, 'totalDuration': 0, 'creator': {'defaultAvatar': False, 'province': 1000000, 'authStatus': 0, 'followed': False, 'avatarUrl': 'http://p1.music.126.net/LjEOqmBCy4MUtFOUUzFpAg==/109951163778291762.jpg', 'accountStatus': 0, 'gender': 1, 'city': 1005300, 'birthday': 961430400000, 'userId': 316344609, 'userType': 0, 'nickname': 'badjungkook', 'signature': 'Please ARMY remember what we say “love myself”, “love yourself.”', 'description': '', 'detailDescription': '', 'avatarImgId': 109951163778291760, 'backgroundImgId': 109951163756183570, 'backgroundUrl': 'http://p1.music.126.net/UhmDaHuT5uVFmvXP7BOFVg==/109951163756183573.jpg', 'authority': 0, 'mutual': False, 'expertTags': None, 'experts': None, 'djStatus': 10, 'vipType': 11, 'remarkName': None, 'avatarImgIdStr': '109951163778291762', 'backgroundImgIdStr': '109951163756183573', 'avatarImgId_str': '109951163778291762'}, 'tracks': None, 'subscribers': [{'defaultAvatar': False, 'province': 340000, 'authStatus': 0, 'followed': False, 'avatarUrl': 'http://p1.music.126.net/p322uy1FWPi1WGZXF9D1yg==/109951163592361526.jpg', 'accountStatus': 0, 'gender': 1, 'city': 341700, 'birthday': -2209017600000, 'userId': 133597456, 'userType': 0, 'nickname': '耶我是苏坡曼a', 'signature': '', 'description': '', 'detailDescription': '', 'avatarImgId': 109951163592361520, 'backgroundImgId': 2002210674180203, 'backgroundUrl': 'http://p1.music.126.net/bmA_ablsXpq3Tk9HlEg9sA==/2002210674180203.jpg', 'authority': 0, 'mutual': False, 'expertTags': None, 'experts': None, 'djStatus': 0, 'vipType': 0, 'remarkName': None, 'avatarImgIdStr': '109951163592361526', 'backgroundImgIdStr': '2002210674180203', 'avatarImgId_str': '109951163592361526'}], 'subscribed': None, 'commentThreadId': 'A_PL_0_2467999839', 'newImported': False, 'adType': 0, 'highQuality': False, 'privacy': 0, 'ordered': True, 'anonimous': False, 'shareCount': 142, 'coverImgId_str': '109951163602128728', 'commentCount': 255, 'alg': 'alg_sq_offline'}, {'name': '霓虹国式清新旋律|天空画游云，暖阳逗清风', 'id': 2468505578, 'trackNumberUpdateTime': 1541819058858, 'status': 0, 'userId': 542248693, 'createTime': 1539486337167, 'updateTime': 1541819058858, 'subscribedCount': 12179, 'trackCount': 37, 'cloudTrackCount': 0, 'coverImgUrl': 'http://p2.music.126.net/D1I2NxSzyrVBO6uDd1NyIA==/109951163606424816.jpg', 'coverImgId': 109951163606424820, 'description': '“想要穿白衬衣，想要变干净，想要让你想到我就联想起盛夏白瓷和碎冰碰壁，想你想我时，嗅到凌晨四点挂着露水的蔷薇花。”', 'tags': ['日语', '清新', '快乐'], 'playCount': 326120, 'trackUpdateTime': 1546956368836, 'specialType': 0, 'totalDuration': 0, 'creator': {'defaultAvatar': False, 'province': 510000, 'authStatus': 0, 'followed': False, 'avatarUrl': 'http://p1.music.126.net/ezghGRHFj42G-ahXj6T5MQ==/109951163667957756.jpg', 'accountStatus': 0, 'gender': 1, 'city': 510100, 'birthday': 934845383358, 'userId': 542248693, 'userType': 200, 'nickname': '鹿北浠', 'signature': 'Mr.Right', 'description': '', 'detailDescription': '', 'avatarImgId': 109951163667957760, 'backgroundImgId': 109951163667909980, 'backgroundUrl': 'http://p1.music.126.net/rTgXJZ6bGAw_iTEYbHu4og==/109951163667909977.jpg', 'authority': 0, 'mutual': False, 'expertTags': ['日语', '欧美'], 'experts': None, 'djStatus': 10, 'vipType': 11, 'remarkName': None, 'avatarImgIdStr': '109951163667957756', 'backgroundImgIdStr': '109951163667909977', 'avatarImgId_str': '109951163667957756'}, 'tracks': None, 'subscribers': [{'defaultAvatar': False, 'province': 330000, 'authStatus': 0, 'followed': False, 'avatarUrl': 'http://p1.music.126.net/M9QEl7zuWEGI8zEU4Z14XQ==/18743374720468330.jpg', 'accountStatus': 0, 'gender': 1, 'city': 330300, 'birthday': -2209017600000, 'userId': 412893265, 'userType': 0, 'nickname': 'Emperor丶响', 'signature': '', 'description': '', 'detailDescription': '', 'avatarImgId': 18743374720468330, 'backgroundImgId': 2002210674180199, 'backgroundUrl': 'http://p1.music.126.net/VTW4vsN08vwL3uSQqPyHqg==/2002210674180199.jpg', 'authority': 0, 'mutual': False, 'expertTags': None, 'experts': None, 'djStatus': 0, 'vipType': 0, 'remarkName': None, 'avatarImgIdStr': '18743374720468330', 'backgroundImgIdStr': '2002210674180199', 'avatarImgId_str': '18743374720468330'}], 'subscribed': None, 'commentThreadId': 'A_PL_0_2468505578', 'newImported': False, 'adType': 0, 'highQuality': False, 'privacy': 0, 'ordered': True, 'anonimous': False, 'shareCount': 118, 'coverImgId_str': '109951163606424816', 'commentCount': 66, 'alg': 'alg_sq_offline'}]\n"
     ]
    }
   ],
   "source": [
    "print(num.iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20, 33)\n"
     ]
    }
   ],
   "source": [
    "print(pd.DataFrame(num.iloc[0]).shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "result=pd.DataFrame(num.iloc[0])\n",
    "for i in range(1,66):\n",
    "    data2=pd.DataFrame(num.iloc[i])\n",
    "    result=pd.concat([result,data2],ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1306, 33)\n"
     ]
    }
   ],
   "source": [
    "print(result.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['adType', 'alg', 'anonimous', 'cloudTrackCount', 'commentCount', 'commentThreadId', 'coverImgId', 'coverImgId_str', 'coverImgUrl', 'createTime', 'creator', 'description', 'highQuality', 'id', 'name', 'newImported', 'ordered', 'playCount', 'privacy', 'shareCount', 'specialType', 'status', 'subscribed', 'subscribedCount', 'subscribers', 'tags', 'totalDuration', 'trackCount', 'trackNumberUpdateTime', 'trackUpdateTime', 'tracks', 'updateTime', 'userId']\n"
     ]
    }
   ],
   "source": [
    "print(result.columns.values.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "result1=result.sort_values(by=['playCount'],ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56      51084856\n",
       "224     41094772\n",
       "22      37185064\n",
       "34      31393852\n",
       "105     30460302\n",
       "112     27107300\n",
       "225     18519378\n",
       "216     17338788\n",
       "196     15403695\n",
       "88      12368797\n",
       "60      11561604\n",
       "62       9827816\n",
       "68       8841251\n",
       "83       8747021\n",
       "163      8706438\n",
       "186      8587671\n",
       "89       8059432\n",
       "38       7993862\n",
       "130      7890135\n",
       "226      7818393\n",
       "71       7497257\n",
       "227      7214054\n",
       "151      7106718\n",
       "100      6909012\n",
       "78       6655488\n",
       "93       6507286\n",
       "95       6209251\n",
       "70       6198247\n",
       "61       6092863\n",
       "126      5918832\n",
       "          ...   \n",
       "1110         101\n",
       "1015         101\n",
       "1176         100\n",
       "1108          98\n",
       "1019          96\n",
       "1027          92\n",
       "1025          91\n",
       "1028          89\n",
       "1024          89\n",
       "1026          87\n",
       "1031          85\n",
       "1032          82\n",
       "1034          80\n",
       "1118          78\n",
       "1037          76\n",
       "1035          74\n",
       "1123          73\n",
       "1043          71\n",
       "1042          69\n",
       "1138          67\n",
       "1049          65\n",
       "1051          62\n",
       "1172          60\n",
       "1052          58\n",
       "1063          49\n",
       "1067          42\n",
       "1086          31\n",
       "1233          29\n",
       "1183          24\n",
       "1117          19\n",
       "Name: playCount, Length: 1306, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result1['playCount']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "result2=pd.concat([result1['name'],result1['playCount']],axis=1,ignore_index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1306, 2)\n"
     ]
    }
   ],
   "source": [
    "print((pd.DataFrame(result2)).shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<bound method NDFrame.head of                                    name  playCount\n",
      "56                      攒了一大堆好听的歌想和你一起听   51084856\n",
      "224                        听说你也在找好听的华语歌   41094772\n",
      "22                          那些喜欢到循环播放的歌   37185064\n",
      "34                 失恋必听歌单 | 因为你突然听懂了很多歌   31393852\n",
      "105                    2018年度最热新歌TOP100   30460302\n",
      "112                     别急，甜甜的恋爱马上就轮到你了   27107300\n",
      "225                   温柔暴击 | 沉溺于男友音的甜蜜乡   18519378\n",
      "216                   最是粤语最为情深 也唯独你最难忘怀   17338788\n",
      "196                   提神醒脑 疯狂抖腿魔性摇头.GIF   15403695\n",
      "88                     Hip-hop | 少女心狙击手   12368797\n",
      "60                    你最想对暗恋的人 说的一句话是什么   11561604\n",
      "62                 风月无憾 | 你是我有关青春 最美的句读    9827816\n",
      "68                     新的一年，希望你喜欢的人也喜欢你    8841251\n",
      "83           【2018年度电影精选| Ready Story 】    8747021\n",
      "163                    \"若是心怀旧梦 就别再无疾而终\"    8706438\n",
      "186                  “长大”这两个字，孤独得连偏旁都没有    8587671\n",
      "89                     如何用手机铃声惊艳四座？ 日语篇    8059432\n",
      "38                      再见大侠：武侠小说泰斗金庸逝世    7993862\n",
      "130                KTV必点：有没有一首歌，唱着唱着就泪奔    7890135\n",
      "226                      你放弃过一个爱了很久的人吗？    7818393\n",
      "71                   欧美·耳朵怀孕 | 盘点那些流行歌手    7497257\n",
      "227                  在这些孤单角色里，你是否找到了自己？    7214054\n",
      "151                    会讲故事的男声 歌词唱的太像自己    7106718\n",
      "100                    英语课上的那些英文歌【青春印象】    6909012\n",
      "78                   你打算什么时候去见那个超级想见的人啊    6655488\n",
      "93                   遥不可及 | 还有多远才能进入你的心    6507286\n",
      "95                    我还是那么没出息，处处留意你的消息    6209251\n",
      "70                 「青春印象」有没有一首歌瞬间勾起你的回忆    6198247\n",
      "61                国风民谣 |满堂花醉三千客，一剑霜寒十四州    6092863\n",
      "126                      天冷了，想谈一场甜甜的恋爱阿    5918832\n",
      "...                                 ...        ...\n",
      "1110                         前奏直接秒杀的纯音乐        101\n",
      "1015                        金庸-武侠影视歌曲大全        101\n",
      "1176                        从前不回头，往后不将就        100\n",
      "1108              【助睡眠】雷声 雨声 风声 海浪声 大自然         98\n",
      "1019                      「阿肆的作品歌单」100首         96\n",
      "1027                         盘点中国说唱巅峰单曲         92\n",
      "1025                  小姐姐宅家『自嗨必备』欧美女声电音         91\n",
      "1028                          去KTV可以唱的歌         89\n",
      "1024                           快手初九直播歌单         89\n",
      "1026                            去tm的世界！         87\n",
      "1031       中岛美嘉 Special Live 2019 广州/上海         85\n",
      "1032                   霉霉丨泰勒斯威·夫特的Style         82\n",
      "1034                    C95东方专辑收录（一专一首）         80\n",
      "1118  CLUB MIAMI HOHHOT 百大DJ-DENIZ KOYU         78\n",
      "1037                               战歌舞曲         76\n",
      "1035                             vlog ❤         74\n",
      "1123                     ＊我们自雪乡去往雾夏＊（贰）         73\n",
      "1043                             伴读喵自习室         71\n",
      "1042                              细腻莫扎特         69\n",
      "1138               【开业歌曲】新店开业喜庆歌曲大全100首         67\n",
      "1049               邓丽君1982年香港伊丽莎白体育馆演唱会         65\n",
      "1051              ⚡︎ 2019年精选电音 待制作 敬请期待         62\n",
      "1172                一周日语新歌（12/29～01/04）         60\n",
      "1052                        祺鑫时光轴2018年下         58\n",
      "1063                【纯音乐】你是否听过，那属于夏日的美好         49\n",
      "1067                       方灿的Spotify歌单         42\n",
      "1086                 冷门纯音｜ 轻叩心扉，静享惬意好时光         31\n",
      "1233                      【我爱学习】学习解压轻音乐         29\n",
      "1183                       【轻音乐】如何优雅地睡觉         24\n",
      "1117                         思念的解药 即是归乡         19\n",
      "\n",
      "[1306 rows x 2 columns]>\n"
     ]
    }
   ],
   "source": [
    "print((pd.DataFrame(result2)).head)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n"
     ]
    }
   ],
   "source": [
    "print(type(result2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n"
     ]
    }
   ],
   "source": [
    "print(type(list(result2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data=result2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "colors = '#6D6D6D' # 设置标题颜色为灰色\n",
    "color_line = '#CC2824'\n",
    "fontsize_title = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.core.pylabtools import figsize # import figsize\n",
    "figsize(12.5, 4) # 设置 figsize\n",
    "plt.rcParams['savefig.dpi'] = 200 #图片像素\n",
    "#plt.rcParams['figure.dpi'] = 200 #分辨率\n",
    "# 默认的像素：[6.0,4.0]，分辨率为100，图片尺寸为 600&400\n",
    "# 指定dpi=200，图片尺寸为 1200*800\n",
    "# 指定dpi=300，图片尺寸为 1800*1200\n",
    "# 设置figsize可以在不改变分辨率情况下改变比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5ZaN5ljKZjOnTp3P8+HHpx4Z7Mfz40FCpqiAIfx8y/b16VwuCIAiC0CR6vf6e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\ndO3alcWLF+Ph4UFmZib5+fm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9K2JjY9HpdIwdOxZra2vp3Nu3b2f8+PEPbTD9vyICw4dE\nWloaTzzxBK6uruzYsYNOnTpJHT87deoE1AY1mzZtanBRdqjNGo4aNQp/f3+0Wi2pqals2rTJ6Jjc\n3Fx0Oh0KhQJPT09eeeUVoPbXlH79+tGjRw8A/P39cXFxQSaTcfv2ba5cuYKHhwcBAQG4urrSrFkz\nANasWUN5ebmUwaypqcHW1laaV+ju7i6tLfjpp58CxoGfYakLqO2kWpdarebgwYMEBAQAtZOWly5d\nCsDq1aulCcOHDh1i4MCBxMbGcuDAAfr378+qVauYOXMmWq2WZcuWMW3aNHx9ffH09OSDDz4gISGB\n69evAxAaGsq+ffukOZVmZmbMnTuXdu3asWrVKry8vAgJCeHtt9/GwsKC/v37c+vWLdGZVBAEQRAE\n4R7MzMyYOHGi0TbD1KM7TZkyRfq7bdu2Rn0ioDZJ8NJLLxltU6lUTJkyhVu3btG9e3epVNSw3va9\nriP8l0xft5Wl8Leh0+moqqrC3Nz8T71OUVERzZo1k7J6NTU16PV6TE1NgdpM6J+9kKlWq0Uul0v3\nYOg0ZQhWq6qq0Ov1jdaUl5WVodPpGiw5NWQzH0RmZuYDPe+f7GEuhXlYiTF7MGLcmk6MWdOJMXsw\nYtyaToxZ0/0dxkw0n3kEhYaG/uXXlMvlf3pQCGBra2tUH65UKqWgEPjTg0KonZ9Z9x7Mzc2NgjmV\nSnXXicZWVlaNzkN80KBQEARBEISHX2VlJbdu3aKioqLRY8rKykhOTjbqO/B/OU4QHlb/iFLS6upq\nSktLyc3NJS0tjSFDhkjz4uoGFDqdjtjYWBwdHY0WWjeom/0qKirC1tb2vq4fGhpKUFDQH/JamuL2\n7ds4ODig1+uprKy85/1WV1djYmJitJxFXcXFxVIJqeH4ukFgY+e8c+yb4s5s4N2UlpZiYmJy3wGx\nXq9v8LwP8tloyO1BDZdJCI27/b++gUeQGLMHI8at6cSYNZ0YswfzZ4xbQw3h1Go1e/bswcvLi5Mn\nTzJp0iT0ej0///wzzz33HAAFBQUcOnQIDw8PTp06xbRp08jNzeXUqVNoNBrat29P9+7dGzyutLSU\nkJAQKisr8fb2pnfv3pSWlrJlyxbpO9nYsWORy+X8+uuv6HQ6lEolY8aMQaFQ/AmjIAh396cHhrdv\n38bZ2Znz589TXFzMyJEjjfbr9Xr0er0UjOzYsYP27dsTEBCAXq9Hq9XWywilpKQQExPD8OHDpa6Y\nhufn5+ezbt06oHYpgqCgIL766itatWqFlZUV9vb2lJWVERYWxsmTJ6XzpqenM2nSJMLDw+s1bIHa\n/zCsX7+eRYsWUVVVxQcffMDKlSv/sAYkzz//PJ6eng3uS0pK4ttvv8XExAS9Xk9aWhru7u788ssv\nODk50atXrwaf9/333zNjxgzS0tKIjo7mhRdeuOs9fPPNN/Ts2ZPAwMB6+yoqKvjwww9ZsWKFNMdx\n6dKljB07Fjs7O9q2bXvfY29YjkKhUJCUlMTNmzfJz8/H0dGR3NxcnJ2dmT59Ou7u7hw7dozz58/X\n+w9kUlIS7dq1kxrx1NTUsHbtWgYMGMCJEyfQaDTIZDIqKiro0qWL1ETG4OzZs5SXl0sdU+/c15TP\nhiAIgiAIj56cnBwGDhyIm5sbarWalJQUoqKiqKmpMTpmxIgR2NnZkZubS1FREceOHWP06NFYW1uz\nbds2vL29GzwuIiKCvn370rJlS7Zt24afnx+ZmZn07NkTf39/6Rrh4eF069aNNm3acOTIEek7jiD8\n1f7UwFCn07Fu3ToWL16MTCZrsCzv5s2bbNu2DYVCIa1FEh4ezs6dO7GxsUGv1zNr1ixatmwpPcfN\nzY0NGzbg4eFBcXExV69e5bXXXpOu6eTkxOzZs1m0aBFyuZy+fftKzVAMevbsya1btwAICgpi586d\n9OzZk+DgYGJjY4mNjaVz587Y29tTUFDAxYsXUSgU/Prrr2RmZuLk5MTp06fp0aMHDg4O/+exat26\ntRTkpKSkoNVqpUBx6dKlUuBbVVXF+vXrefrppyktLcXDw6PB86WmptKsWTPc3NzYsmULBQUFUuMW\ngNdff53k5GR++OEHowzYkSNHpGUlCgsLCQoKYtSoUYSEhODs7My3335Lbm4u//rXvzA3N8fX15ct\nW7bg6el532MPYGpqSnZ2NlOnTqWoqIjIyEhatWrFhQsXaN++vbSuzbBhw4yCt6KiIjZt2kSvXr2k\nicM5OTl89dVXDB48mF69enH69GkWLFiAqakpcXFxREVFGV378OHDnDhxAktLSy5dukR5eTm2trYs\nXLgQhULRpM+GIAiCIAiPJsN3jdTUVDIzM+nduzdt2rRh79690jE+Pj7odDoSExNRq9XY2dmhVqul\nKShmZmZUVVU1eJy5uTk5OTnY2dmh0WhQqVRkZmaSnJxMZGQknp6e9O/f3yhI/Ct6MwhCY/7UwPDc\nuXOUl5fz+eefU1RUhE6n48qVK2i1WgIDAxk2bBht27Zl7ty5XL9+ncrKShwdHamsrEQmk5GRkcGo\nUaPqBZTR0dG8/vrr2Im18fMAACAASURBVNjY8MUXXxhlIeuWQcrlcqN19urS6XRkZ2fj5+dHTk4O\nAKdPn2bQoEHY29vz66+/Sl0n8/PzuXnzJqNGjeL06dO0bt2aoKAgjh49ioeHxx8SGCoUCjQajbTY\nukajoU2bNlJnUsPrMjExYf78+URHR1NaWiqt41eXRqPhm2++wc/Pj7i4OJo1a8b8+fMpKSnBysqK\nZcuWSdm5UaNG4evry549e3jhhRcwMzPj22+/lRYAVavVZGZmEhMTQ9u2bXFxcSEzM5PFixeTnp7O\nihUr0Gq16HS6+x770NBQ4uLiuHHjBiqViuvXr6NUKtm/fz+9evWipKSk3vkAIiIi2Lx5MzNmzDBa\nn1EulzN27FhsbW3Zs2cPMpmMjz766P+zd+ZhUdbd/3/NAMOOgGxuyKIoiAqIuwgqWaaJWpni8s0l\ntUUfzZJ6EpeszHqe0szSSk0zU8sdFxQ3VHIDgQRB9h1k2JcZYJbfH1zcP0fQxKdF7X5dV9fVfOaz\n3HNmnOHc55z3ESKGTaqm0ChPbGNjw9NPP42ZmRnt2rXj7NmzTJw4UYhKtuazcScRERFEREQACD0Z\nRURERERERP5+mpTM70ar1RIZGUmbNm2ws7PDwMAAAwMDnflNdYh2dnbY2Njg6upKUlISJiYm1NTU\n4OHhgUQiaTbPx8eH8+fPk5iYSPfu3bGzs8Pb25vnnnsOmUzGpk2bqK+vFwREMjMzUavVOn/jPCj6\n+vr3fI0iLSParDl/mmOoUqm4evUqa9aswcjIiIiICAwMDFqUp92yZQuBgYEoFAohtRQa+8t99tln\nLF68GH19fQ4cOMDTTz/Nli1b+OKLL7h16xYqlYr8/HwcHByws7Nr8TouXrxIeno6eXl5ODg44O3t\nTa9evbhx4wY3btxg4sSJdOnShfLycvz9/ZHL5fj6+goOn0QiITk5mYqKCm7fvk16ejrXrl2jsLCQ\nESNG/GE2CwsL47fffkMul2NkZERUVJRwN6uJ7777joKCAiQSCWlpaRQVFQnPZWZmsm7dOqKjo4Ve\nLSdOnGDq1KmUlZWxa9cuZsyYIaRVuri4EBsby9atW5kyZQq//vorHh4eODs7c/PmTZKSkggJCSE7\nO5tBgwbh7u7Ohx9+yDvvvINUKiUkJIQJEybQo0ePFlto3Mv2tbW1WFpaMm7cOPLz86moqECr1VJR\nUUF8fDxarRZra2udO2gAcrkcf3//Zl+YNjY2WFhYsHTpUmbMmEFqairvvfeeEDGMjY0V5k6ZMgWF\nQkFCQgI//fQT7du3Z/jw4Tp1iXK5/IE/G3cSGBhIYGDgg77dIiIiIiIiIn8R91OfHDp0KJGRkVy6\ndAl3d3caGhqazX/qqac4fPgwN27cICAggOzsbM6dO4evr6/Qp/nueZcvX2bcuHFIJBJOnjzJtWvX\n6NSpE9XV1UDj37np6enIZDIUCgW//PIL48ePfyilzCdBYfOv5kmw2R+tSvqnOYbZ2dlUVFTw3//+\nF2hM99PX1+fChQtAoyjJjBkzMDIyonv37nh5eXH8+HE0Gg1qtRqJRMKwYcMwNjZGKpVSVVXFuXPn\nGDduHIaGhqhUKrZt28Yrr7xCbm4u//nPf/jggw+aXYdCoWDYsGGMGzeOVatWCT31bt68yYsvvgg0\n3i26ePEizz33HEVFRSQlJTF58mRhD61Wi5eXF0FBQRw/fhxXV1e6du3KwYMH/1CbjRs3jnHjxvHp\np5/i6urK+PHjkUgkOimgTX0Ha2tr+fDDD1m6dKnglIWEhGBhYUFAQAD29vYkJCSwYMEC4uLiMDU1\nRSqVEhcXR69evYBGxU0vLy8mTZqERCJh3759dOvWDX19ffT19Vm6dClGRkb07NkTS0tLvvzyS3x9\nfXF0dGT9+vUsXryYQ4cO4e7u3uLruZftL1y4QH19PQYGBnTp0gW1Wo2dnR3nzp0jICCAmzdvNnMK\ngXsK0NTW1rJmzRpMTU1xd3fn4MGDrFy5kpKSEhwcHBg8eDDQ+D5++eWX6Ovr06dPHyZPnsz69euR\ny+UcPHgQqVTKm2++SVVV1QN/Nu5HS4XuIvfnSfiS/qsRbfZwiHZrPaLNWo9os4fjr7LbpUuXMDU1\npWfPniiVSqGv8p2Eh4fj7u6Oo6OjMEcqlQrlJE29pluaV1FRQWVlJaamphQVFdGlSxd2795NUFAQ\nhoaGZGRk4OXlhVqt5sCBA/j7++uI/ImI/NX8aY6hi4sL77//PtAYOQoNDUUqlTJ//vxmrQF69epF\nfX09vXr1Eop/g4KCSExMpEuXLkilUi5fvkz//v2Bxj/WN23ahJ+fH05OTjg5OREbG8uVK1dwd3cn\nPj6eVatWAY2N21v6R9ahQwd27NiBVCplypQpJCYmMnz4cE6dOqUThYPGL6jOnTsTGxtLYWEhWq2W\nmpoaOnfuTLt27f4wm2k0Gg4fPoyzszP29vasXr36noIxERERDB48mA0bNtC+fXvGjx8vqGxKJBIh\nLbK2tpYff/yRBQsWAI258Fu3bmXBggVcvXqVsLAwYW5ycjI3btwQopSrV6/G39+fESNGcOPGDSwt\nLZk6dSp79+5FT08PHx8fampqWLlyJa+++irGxsYPZPshQ4Zw6dIloLFm8tq1a5ibm1NYWMjZs2dp\nbWvN2NhYnn76aSIjI4Wx5cuX89VXXzF27Fh++OEHhg0bhr6+PvPnz+f27dvs37+fqqoqVq5ciZOT\nE8nJyZw5cwYzM7NWfTZEREREREREHk+8vLw4cOAAcXFx2Nra4uzs3GxO//79CQsLA8DZ2VnIGIqM\njCQgIEC4ad3SvCFDhrBz504UCgWurq507twZqVTKzp070dPTw9vbm7Zt2xITE0NhYSFRUVFERUXh\n4+Nzz5vuIiJ/Jn+6KqlKpWLDhg2MHj0aBwcH1qxZw+zZs3X+8X377bcsWrSIzZs3Exoayu7du6mr\nq8PExIQvvviCpUuX4uHhgUwmIz8/n8LCQoYNGyaIkqSmpjJv3jz09fWRy+UMGzaMSZMmcebMGU6c\nOMHrr7/e7Lq0Wi3t27ene/fuOv1mkpOTUSgUlJaWYm1tTWxsLPv27RPq3YqLiykuLhbESc6dO0dQ\nUFCLSp6tJSYmRvgiAbCzs6OqqqrZvOzsbC5dusT777/PyJEj2bNnD7m5uS0WK3/11VcEBwcLqZJ9\n+vTh5MmTxMfH079/f8HZjomJISIiAqlUSkBAgE5dnkKhoLa2lsWLF6NUKjExMeGFF15ArVbj5uZG\nfX09lpaWKJXKB7L9ndjZ2TF8+HBkMhnnz5/Hz8+v1f1/mlRZ73QMAWxtbfnpp59YuHChEFXVaDSE\nhYXh7++PjY0N69evZ8yYMZw6dUpwnh/0syEiIiIiIiLy+GJkZMSkSZOajTeJ2wHCTfG7uVtlv6V5\nXbp0oUuXLjpjnTt3Zs6cOTpjPj4+LWZKiYj81fxpjqFareb69evs37+fwMBAwdl59dVX2bRpE4aG\nhkyfPl2IKFlbWwvOV0hICLW1tURFReHv709KSgqWlpbs2rWLgoICzM3NGTlyJNDYSuDzzz9nw4YN\nQGN0r+kfuampKUZGRjqKpk1otVohAthUcxcdHY1EIiE4OJi1a9eyZMkSvLy88PLyEtb9/PPPuLu7\n4+np+YfaKysrS7jT1CRg0kRmZqYgxnLjxg22bt1KSEiI4OwEBwdz69YtnQLaJuGXKVOm0K5dOwoK\n/n9XoNdee01wIptSJQ8fPkxISAgmJiZ88sknJCcnM3bsWMzNzTEyMhIcybCwMJ599ll+++03ysrK\n8PX15dy5c/j7+2NmZvZAtm86Fxqd+qtXrwKNEcbz58/T0NDAs88+qzP/xIkTXLx4kYEDB97Thk2v\nWaPREBUVRZ8+fcjIyODmzZv069cPqVSKVCpl5syZ1NbWEhsbi5GREdHR0SxYsEDHJg/y2fijWpWI\niIiIiIiIiIiI/N38aY6hQqHgt99+Y8GCBdjb2wvjHTt25P333ycuLg4HBwfUajWzZs0CGp2J0NBQ\nZDIZ5eXlDB06VBB3qa6uplevXrz22mvs2bOHlStXCv0Pp02b1ux8rVbL8ePHde7KNDQ00NDQgIGB\nAUZGRixYsICuXbuyZs0aXF1dOXbsGG+++SYmJib4+/uTkZHRTH2yoaFBUAr9I2nXrp1OLeGdrFix\nAo1GQ3l5Ob/88gshISGC0I5Go+G9996jvr6emTNnCms0Gg0qlYp27dqRn5/PBx98wIQJEwCEVN68\nvDz+85//0K1bN5YuXSoI1ixdupTjx4+zbNkypkyZgrm5OT179qRjx44EBgaSm5vL8OHD2bt3L05O\nTgwcOJDs7Gyhvcbv2b7pcXl5OdeuXUMqleqkjxoYGBAWFqZzN87KyorAwEAGDBhwTxs2Rff09fWp\nrq7GxcWFhQsXsmXLFoyMjPDy8mLjxo3k5eVhamqKp6cnr7/+erPU5of9bIiIiIiIiIiIiIg8rki0\nrS3oegK502H5u/gz+tbU1NRQV1eHtbU1arW6WZP4pjmmpqbCY5VKpaMw2lLbiD+K69evY2trK0QV\n6+vrKS4uJjk5GT8/P/T09HTOblKsjYmJoUuXLlhaWrb6zKY6zAflf/ls5OfnP9S6fzKiUEPrEW32\ncIh2az2izVqPaLOH42HsplAoKCwsxN7e/k/pA/hn7/+/In7WWs+TYLPHRpX0ceLvdgqBP+VL5siR\nI1RUVPDKK6+06BQCOk5hXFwcly5dYu7cuQA6zmRJSQnvvvtusw+gWq0WxGaaWLNmDSEhIQDs37+f\nzp076+TON6V8NinX2tvbk5aWxrJlyzA3N8fBwQFnZ2fi4uK4fv06EomEhoYGysrKmDVrFgcPHhQU\nTltLa5xC+N8+GwUjmrdmEbk/Bb8/ReQuRJs9HKLdWo9os9Yj2uzhuJ/dWlL8ViqV/PLLL7i6unL6\n9GkmT57M2bNnkcvluLq6Curk0HhDfPfu3TpZVuHh4bi4uNC1a1cAjh49qrO2pf1NTExanHfo0CE0\nGg0GBgaMGzfunn9/iYg8ioiO4SNCbW0ta9euRaPRYGhoyKJFi/j222/Jzc3Fx8eH559/HoDy8nI+\n++wzQfG1qKiITZs2UVVVRf/+/XnhhReAxmjVsWPHcHZ25uOPP6asrAwrKyvUajWmpqYsXLgQgJUr\nVyKTyXQcptWrV6PVarGxsRHSQe/1xXZndDEuLo7Dhw+Tk5PDf//7X7p27crFixeJj48nPDycd999\nF2hUET1w4ABSqRSNRsPp06d57rnnGDNmDNOnTxf2a9OmDeXl5QD069ePX3/9lfbt26NUKgVV0379\n+nHo0CF+++038vPz6dy5M8HBwdjZ2bF+/XqUSiXu7u5MnTqVDRs2kJWVhZGRESYmJixcuBAjIyNy\nc3PZuXMnS5YsARp/ND755BM0Gg0TJkzA29u7xTERERERERGRv5/bt28zfPhwOnToIKjbazQapk+f\nzpEjR3RE406fPo1KpRLW5uTkUFNTIziFycnJzdZWV1fr7F9YWEhDQ0OzeZmZmfTt2xdnZ2fCw8NJ\nT08X9hUReRwQHcNHhPPnzzNmzBh69erFt99+y8WLF9FoNHz44Yd89dVXgujOhg0bdJQyjx8/zsSJ\nE+nevTuhoaGMHDkSfX19Pv/8c2bPni3cJXvvvfd45513mp2rp6fHokWLSEtLIyEhgYkTJ3Lq1Cm0\nWi3+/v8/4iWRSOjTpw/dunXTWZ+Wlib8f+/evenduzdr165l9uzZSKVS6uvrGTRoEDt27BDm+fj4\nkJiYSGBgIBEREfj6+mJgYIBEIqG+vh4AqVRKTU0NKpUKExMToRnsyZMnefbZZ7G2tmb37t0MGTKE\nSZMmMXz4cDZt2kRoaCgA33zzDf369WPkyJGEhoaSnJwMwMyZM+nevTt79+7l/Pnz9OzZkx07dqBU\nKoXr2717N8OGDWPo0KGsWrUKLy+vFsfujj5GREQIwkEff/zxg771IiIiIiIiIg/InUJ7d4+lpaVR\nXFyMVqulf//+2NjY0KtXL8rLy3FzcyMlJQVzc3MUCgU2Njao1Wo2b96Mu7s7hYWFeHp6cuHChWZr\nm5Tnm/YfO3Ysx48fbzavSRgRGktz2rdv3+L1/hno6+v/ZWc9KYg2a47oGD4iPP3008L/V1ZWcv78\neUGZs3fv3iQlJdG/f38WLVrEJ598Isw1NzcnOzsbBwcHwYnKzc3Fz8+P6Ohozp8/DzRGEFevXo1a\nrdYRcdFqtYSHh3Pt2jWqqqrIzMykpKQE+P9tQC5cuMDJkyeRSCQ66qZNhIaGEhoaSmpqKmfOnOHW\nrVscPXoUmUzGsWPHePbZZ3VSMn/55Rdu3LhBcnIyBQUF3Lx5kyFDhhAXF0deXh7FxcVMmjQJPT09\nzp1rTBmZNm0a9vb2KBQKOnXqhEQiwc/PTydieScpKSk888wzSCQS3NzcdBxYaIwK2tjYYGxszOLF\ni/nwww+F527evElwcDBSqZR27dpRXFzc4liTAFATgYGBBAYG/s47LSIiIiIiIvKw3KsmTKvVcvny\nZfT09Kirq0Oj0SCXy1GpVBQVFVFUVMSxY8eYMGECe/fuRS6XExcXh5WVFb169SI6Oprc3FwqKyub\nrZXL5Tr7l5WV3XMeNIr7NTW2/6tq2J6Eerm/mifBZmKN4RPOrVu3qKmpwdbWVkh7MDMzIyMjo8U6\nRC8vL44ePUpJSQk9evRAT08PJycnnJycWL58OStXrgQaI4ZNqZx3otVqCQoKolu3bhw6dAhXV1eM\njY3x8fERoo0DBw6kpqaGmpoaOnbsyNWrV+nfv78QMevWrRsymYwOHTowbdo0tmzZwsSJE8nOziY2\nNpbPP/8cPT09EhMTkclkTJgwgQkTJhAWFoajoyO9evUiOTmZAQMG4O3tzaVLl+jbty/R0dG8+OKL\nQGONY2JiIqNHjyY9PR2pVCr0sWwJpVKJkZERAIaGhtTW1gIICqWdOnVi8ODBLTqWenp6wlozMzPK\ny8tbHLvbMRQRERERERH5e5BIJIwcOZLIyEiSk5Pp3bs30Chsp9Vq+fXXX/Hx8RF+y6GxHMfLywsz\nMzN69OhBZGQk5ubmQqpp09q7909NTcXAwKDFeQqFgpMnTzJ+/Pi/8uWLiPwhiI7hI0R1dTVbtmxh\n8eLFhIWFCWmVSqVSEGy5mwMHDrBo0SIkEglbtmwhPj4eT0/P+4qsNO0llUoxMDAgOjqaY8eOoaen\nR1paGlqtlqSkJMEx1NPTa7ZfZGQkgwYNIjw8nF69egGNNYG7d+9GJpMhl8v55ptvWLhwITKZjNjY\nWL7++muWL1/O5cuXOXbsGGVlZchkMkxMTOjTp08zx9fGxob9+/cD8NJLL1FbW8uAAQPYtWvXPe3R\nhLGxsZAeWldXJ6QKNKWS3o87lVCVSqXQFuXusd+jpQJ5kfvzJNy9+6sRbfZwiHZrPaLNWo9os4ej\ntXa7dOkSpqam9OzZE6VSyYABA8jNzaVDhw7cvn0ba2trrl+/TlZWFtHR0dy+fZujR49ia2sraBkU\nFhZiYWGBvb19s7V3729oaIiDg0OzeWq1mgMHDuDv7y/06RYReZwQHcNHBJVKxWeffUZwcDC2tra4\nuLiQlJSEm5sbWVlZ9wwV3759m5KSEiwsLMjIyMDX15e9e/eSkpKCsbGxUOuWn58v/L9Go2HkyJF4\neXmh0Wjo06cPXbt2Zd26dcyfP59du3bh5+fX7Kxff/0VExMT7OzsGDFiBOXl5bRr104nTdTW1pbn\nn3+ewsJC5syZQ1lZGS4uLpiZmbFo0SJsbGywtrYmMjISDw8PDAwMMDc3p6Kigi5duuic19DQQK9e\nvdBoNDqOYGZmJlKpVCcqeDddunQhISGBTp06CdHIjIyMB3ovOnbsSFpaGq6urmRlZTFu3LgWx0RE\nRERERET+fry8vDhw4ABxcXHY2trStWtXfvzxR6qrq0lPT2fatGn06NFDmP/jjz/y7LPPUldXx9Gj\nR0lMTESj0TB+/HhkMhk7duzQWQvo7O/s7Ex9fX2zeXFxcRQWFhIVFUVUVBQ+Pj64u7v/XWYREWk1\nomP4iHD69GkyMjLYt28f+/btIyAggPPnz1NWVkZsbKxODdydTJw4kRUrVlBZWYmPjw+enp5CBO9O\n/v3vfzcTn4mJicHV1RVobHrft29f/vWvfzF06FChWT00KqGmp6fToUMHbGxsiImJ4aWXXmLbtm0M\nHTpUmFdYWMjFixcZPnw4W7ZsYcmSJYKUc9euXdm4cSNLly5l//799O3bl8rKShwdHUlPT+e3335j\nzJgxOr3/tFot586dw8rKCg8PDyQSCSdOnMDFxYUuXbrwxRdfCBHJluyyfv16Lly4QPfu3XFzc+Pk\nyZMP9F6MHDmSjRs30qVLF4yNjbG2tm5xTEREREREROTvx8jIiEmTJumMTZkyhYyMDPr379/sJvKU\nKVOAxlKTllI+W1p79/6GhobN5vn4+Oi05xIRedwQG9w/wlRXVxMfH4+Hh8dDNXO/kzfffJPPPvtM\nZ+z06dN07dqV/fv3o1arcXR0xMvLi4SEBJKSkqioqODVV1/FwsKC1NRUunbtip6eHt988w3W1tb4\n+PhQXFxMWloas2bNIioqCltbW9zc3Lh69SqOjo4YGhqSnp6Oj48PkZGR9OvXD6lUSl5eHt999x3/\n+te/UCqVREREMHPmTJKSkrh06RIvv/wy5eXlyOVyLCwsWLduHd7e3qSmpvLWW2+hr6/Pvn378PX1\nxdHR8X+yTUsUFhaSmZlJnz59hIhoS2P3Q2xw33rEtKvWI9rs4RDt1npEm7Ue0WYPh2i31iParPU8\nCTb7o8VnRMfwHuTm5tK+fXud2rI/Go1G80D7P+i8P4LKykpKSkrIysrCzs4ODw8PoDHVVSqV/qHX\nkZubS8eOHYXHmZmZdOzYsZkgTHl5OaampoIzlpeXR4cOHYTn76yZfBAKCgpo27YtWq0WhULRotOt\nVquRSqX3rdX8PUTHsPU8CV/SfzWizR4O0W6tR7RZ6xFt9nCIdms9os1az5NgM1GV9H9g+fLlghOR\nk5PDd999JzghoaGhrFy5EqlUSnp6Ou+//z5z5swRUgatrKywt7dv1XkKhYKCggJSU1OJjo4mODiY\n7du3Exoayq1bt4iOjmby5MkPPK+Jn376iREjRmBnZ4dKpWLt2rW89dZbwvNarVZHMGXnzp24ubnh\n6+uLVqtFrVYLgjI7duwgLS0Na2trCgsLcXNzw8LCgpycHJ000b1795KYmKjjKFVVVeHj4yOkZNzN\nihUrWLp06T1bSoSHh9OjRw+hdcauXbsYN24cZmZmgsOo0Wj49NNPhVTa0tJS3nnnHTZt2iSI1SQl\nJfHzzz9TVlYmOHw9e/YU0kOWLVvG22+/jbm5OdCoTPryyy+Tk5PDjRs3mD17drNrO3nyJBcvXkRP\nT09nvKlZbVO/xPtRMML/d+eI6NK8GYrI7yHa7OEQ7dZ6RJu1nkfBZn+XEFp1dTVyuZx27dphaGj4\nt1yDiIhI6/hHOYZ6enpC+4ZVq1ahr6/P+vXref7559HT00MqlVJVVcW2bduYM2cO+vr63L59m927\nd7Ns2bJWn5eUlERiYiLXrl1jzpw52NvbC2qWUqlUcDoedF4T6enpvPTSSwDEx8djaGhIXl4eAPb2\n9mRmZrJjxw709PQoLS3FwMCAmJgYdu3ahYWFBVqtllmzZtGxY0eCg4NZuXIlU6dO5fDhw3h4eODl\n5cWKFSt0mtm/9NJLXL9+HYlEgpeXF9CYitok1dwSNTU1LTqFZ86c4dKlS0BjeuapU6eE1hPW1tZC\nLeLhw4e5evUqpaWlrFq1Cg8PD2pqahg3bhw//vgjr7zyCgAeHh4sX76cd999l9GjR+Pt7Y1EIuHQ\noUMMHjwYqVQq/ChlZ2fTpk0bOnTowPbt2yktLWXFihXCtb3xxhvY2NjwzDPP6LTDKC8v5/vvv2fQ\noEH3dIRFREREREQeB5RKJYcOHUKj0WBgYICjoyO3bt0CGpW827dvzzPPPENNTQ379+9n6tSpQGM2\nzb59+1AqlfTq1YvevXtz/vx5srOzgcbf/Z49e9KtWzeOHj2Kk5MTZ86cYfr06QDN1ra0n4iIyN/H\nP8ox1Gg07N27F2hU82z6QmxyXuRyOevXr0ej0XDmzBmgMbVSJpOxceNGnnrqKQYNGvTA5/Xu3Zve\nvXuTnp5Ot27duHTpEjk5Oaxdu5bq6mpKSkpwcnLC19f3gefNmjWLzp07ExISQp8+fcjMzMTY2JgD\nBw4I9XddunRhwYIF3Lx5E4VCgY2NDQqFAolEQl5eHmPHjsXAwIDKykqOHj2KsbGxYJfTp09z/vx5\npFIpP//8M0FBQYLkclpaGp06dRJeX3l5OZ07d34gW2i1WjQaDXp6egwbNgwDAwPq6uqAxmisQqGg\npKSE3377DScnJ+RyOUFBQVRVVeHh4SHIQZ8+fZrp06dz4sQJ1q1bx4wZM7CwsCA6OhpDQ0PBSVyy\nZAk5OTmo1WrhGlQqFV9//TXe3t4kJSXRpk0b3n77bSorKzEzM2PlypVCW4s7iY2NZdu2bbz88svi\nj5aIiIiIyGNPYmIiffv2xdnZmfDwcCwtLYWbnidOnBDaMoSFhdHQ0CCsi46OxsHBAT8/P/bs2UP3\n7t11VMz379+Pp6cneXl5jB49GisrK4qLiykvLyctLa3Z2ri4uGZjYnRRROTv4x/lGM6aNYuzZ8/S\npk0b5s+f3+x5CwsLJk+eTG1tbbN6tfj4eKqrq1t1Xnh4OLGxsWRmZvLRRx8xYcIEHB0dWbhwIWlp\naURHR9OvXz+OHTv2QPMAnJ2dWbZsGQkJCcKX+fTp0zExMeG7774T6vC2bNlCYGAgCoVCSC2Fxojc\nZ599xuLFi6muriYnJ4eZM2dSV1fHkSNHePnll4Xr37lzJwqFQnAMq6ursbKyEp6vqKj43T497733\nHtDolLu6ugppQGHgWAAAIABJREFUm6dOneJf//oXAN988w3Tp0/HzMwMa2trPDw8sLCwEJxipVLJ\n9evXSU1NFRyzkSNHIpPJuH79Op06dWLt2rX4+fkJ13ynLZpoalwLjT98U6dOpaysjF27djFjxgyC\ng4NbfA1yuRx/f//fdQojIiKIiIgAEFqDiIiIiIiI/J20dMNz5MiRwv+rVCrat2+PjY0NFRUVqFQq\nwTGcOXMmW7duFfYoLCzk2WefxcbGhu7du6NQKISa/+zsbOzs7HB2dsbZ2Rm1Wk1ycjJqtZquXbty\n8eLFZmvvtZ++vn6L1y1yb0SbtR7RZs35xziGubm5xMTEkJeXR1VVFYDQQL4JmUyGg4MDSUlJzZyK\n32uo3hKjRo1i1KhRrFq1iqVLlwKwZ88e0tLShNTP1swDyMrKYsWKFdTU1NC3b1+GDh3K+vXrCQkJ\nQaVSYWhoSGFhId27d8fLy4vjx4+j0WhQq9VIJBKGDRuGsbExUqkUW1tbvLy8+Pbbb6murqa2tpYt\nW7YAjeki3t7eOv9g6uvr2bZtm2Cb0tJSUlNTAe7ZTuNe4yUlJaxduxZoTPF1cHDA0NCQQ4cOsXz5\ncgCOHTtGUlISmZmZqFQqXnjhBSIjIxk6dCiHDh1Cq9Uyfvx4lEolISEhFBYWkpaWxurVq8nLyyMs\nLEznzICAAOzt7UlISGDBggXExcVhamqKVColLi6uxTYfwAML0AQGBhIYGPhAc0VERERERP4K7ieu\nkZeXR2VlJaampsjlcs6dO0ePHj101jQ0NAiPa2pqUKlUyOVyNBoN+fn5goDbqVOnGDJkiDBXqVRy\n5coVjI2NKSkpaXHtvfZ7EkRB/mpEm7WeJ8FmovjMQ2JmZoaLiws3b96ke/fuqNVq4uLiuFuUNTU1\nlSNHjjTrjafValvdpLS0tJQlS5bQsWNHXn/9debOnUtDQwOxsbGUlZVhYWHRqnkATk5OhIaGkpCQ\nQEJCAg4ODkilUrKysqivr8fQ0JA2bdrQq1cv6uvr6dWrF0qlkqysLIKCgkhMTKRLly6CwuhTTz3F\nwIEDWb16NWvWrLlnw3iAOXPmtDjeFBVsDVOnTkWtVpOdnY2zszNKpbKZMz5y5EhGjRrFlStXqKqq\nwt/fn1OnTrFmzRp69+4t3PGsr6/nypUrlJaWcvv2bbZv307fvn2bnXlnvWZtbS0//vgjCxYsABp7\nIG3dulV4LCIiIiIi8iSjUCg4efKkINSm1WrJysrSEZ67GwMDA0FboL6+XvjdViqV1NTU6GQVGRkZ\nMWbMGA4fPkxBQUGLa++1n4iIyN/DP8YxtLS0xMLCgp07d+Ln50daWhrl5eWCY9VEUVERb775JuHh\n4QwdOpTDhw8zd+5cIiMjKSoqEuZdu3aN6upqAgIC7nmmvr4+np6eLFy4kD179qCnp4eRkRHPP/+8\nkCLamnn3YtasWVhaWgqOIcC3337LokWL2Lx5M6GhoezevZu6ujpMTEz44osvWLp0KTKZjPLycv7z\nn/8gl8tZvny5cGevf//+QrF5eno633//fbMvbJVKxZQpU1rdwiI3N5fw8HBGjRpF27ZtOXLkCEVF\nRfTt25eoqCihnuHWrVv89ttvpKeno1Ao0NfXx8DAgMWLF+s47qampowbN47U1FTi4uJ44YUX0NfX\n58yZM/eM9H711VcEBwdjbGwMQJ8+fTh58iTx8fH3jBy2lr9LCe5x5km4e/dXI9rs4RDt1npEm7We\nR9VmarWaAwcO4O/vL5SE5OTk0L59+/tmyTg4OJCbm0v37t25ffu2IEaXkpKCq6urMC88PBx3d3cc\nHR1RKpUYGhq2uPZe+4mIiPw9/GMcw4aGBr755hsGDhyIWq0mJycHY2NjxowZQ0NDA0qlkvLycmJj\nYxk0aBAFBQW0b9+e4cOHU1BQQFlZGZmZmVy7dg1fX18uX75Mfn7+fR1DrVZLXFwc77zzDmVlZfTo\n0YPq6mpWrFiBQqGgT58+rZoHkJGRoZNKCggtNaqqqpBIJFRUVAjjTU5bSEgItbW1REVF4e/vT0pK\nCoaGhvzwww8EBwfToUMHtm3bRocOHVCr1bzwwgvCmS4uLrz//vstvsa8vDzhR6UpXfVejqJGo0Gr\n1VJWVsbkyZNJTU3FxMSE//u//2Pz5s0sX76cM2fO8Ouvv5KXl8ewYcPo378/7du3p76+Hn9/f6Ki\nogSn8OjRo/Tt2xeJREJOTg7Jycmkp6ezbds2zM3NheifRqMRfuiaHMUpU6bQrl07Cgr+v5j4a6+9\nJrTAaOLEiRNcvHiRgQMH3vN9FhEREREReZyIi4ujsLCQqKgooqKi8PHx4fbt2zoCcy3Rs2dPfv75\nZ3JycpDL5UIaW0ZGhqCFANC/f3+hnMPZ2Zm2bdu2uNbc3LzF/URERP4e/jGO4dWrV7G1tWXs2LHE\nxcWRnJwsiI18+umn9OzZk/T0dAIDAzE1NRUcMGish3vxxRcZPXq0kIo4bdo0fvrpp/ueqdFoGDBg\nAHPnzmXPnj2o1WpkMhkrVqwgLS1NaNnQmnkuLi4sXbqUW7ducfPmTQDOnj3Lvn376Nq1K9BYKzlr\n1iygMZoWGhoqRAeHDh3KiBEjhP1mzpzJ/v37kUqlWFtbY29vT1JSEqtWrUKj0fDee+81S6uFxlTM\nJUuWoKenJwjKnD17loiICMExlMlkOmmmGo2GUaNGMXToUFJTU8nIyOCll17i2rVrzJo1C5lMRmBg\nIHl5eYwaNUqoW8jPzxdSTYyNjVm+fDl6enrU1NQwfPhwUlJSuHbtmqDc2r59e8FZXbt2LTU1NUK0\nU6PRoFKpaNeuHfn5+XzwwQdMmDABQCdltwkrKysCAwOFXosiIiIiIiKPOz4+Pvj4+OiM3atc5s4W\nTW3atOGll14iNzcXPz8/4fd+7NixOmssLS2FrKP7rb3XfiIiIn8PEu3dRXYiD0RqaioODg6YmZm1\nal19fX2LjtbDzoNGtVCNRtOiY/N7aLVanRTU1qDRaB75L/Hy8nLatGlzz9QYtVrdrE/kH0V+fv6f\nsu+TzKOadvUoI9rs4RDt1npEm7Ue0WYPh2i31iParPU8CTb7o6Psj/Zf9Y8wXbp0abVTCAjO3tmz\nZx9o3oNgZmb2UE4hNCpuPmzPoEfdKYTGu5b3q5f4s5xCERERkX8a1dXVZGZmCj1qRUREREQeLx67\nVNIHiaRpNBo0Go3QuP5R5OzZs/etT7wX1dXVD+SQyuVybGxsdCJiLUXHVCoVenp6zZynpnrAh3Wc\ntFotarX6gd6DJkXSP8tJ+18jm7W1tc1qDx+EghH+D33mP5WC358icheizR6OJ9Vu9xO9qqmpYf/+\n/UydOpXy8nKOHTuGQqGgW7duDB48mKqqKrZv3y6k8Y8fPx4TExNh3cKFC4HGXnZnzpxBpVLh5uZG\n//79KS0t5ejRozg5OXHmzBmmT59OVFQU2dnZwtk9e/bE3d292bkiIiIiIo8Gj67n1AIajYYPP/yQ\niRMnkpaWxunTp4X2ClVVVUybNo0BAwaQkZHBd999pxMJKygooKqqis8//xx7e3ug8Ydq4cKFQnPW\nJoqKili+fDkODg7NruHs2bNoNBqGDx/e7LlVq1ahVqtbvHZra+v7tkJ4kLUajYZVq1YREBBATk4O\nOTk5zebOmTOHjh078uOPP+Lu7s7Vq1eRSqXU19fj6upKTk4O6enpfP311+jr63P8+HEuX74MQFlZ\nGXp6elhYWKDVahk9erQguvLNN9+QlpaGmZkZZWVlNDQ0YGdnR3V1Na6urs1aWVRUVAgtMFriTid1\n8+bNDB48WFAju9uR++mnnxgxYgR2dnaoVCrWrl3LW2+9JTyvUCgoKCggNTWV6OhogoOD2b59O6Gh\nody6dYvo6GgmT57c7BrOnj2LoaHhfYVlcnNzWbduHR999JEooy0iIvLYolQqCQsLE1Sfo6Oj8fPz\no2PHjuzYsQNvb2/y8/MZOHCgTu3Z3esATp48SVBQEObm5uzYsYNu3bpx+/ZtRo8ejZWVFcXFxZSX\nl+Pn5yes2b9/P56enly5cqXZuQ9z401ERERE5I/nsXIMpVIpCxYs4OjRo1hZWTFv3jy6d+8O6KZm\nurq6snr1aq5evUpiYiINDQ14enryzDPP6ETb9PX1sbGxadbzLiYmRscxOXDgANevXxcUP7VaLZGR\nkQC4ubkJIjZBQUH3bHVw5cqV+762B1krlUoJDQ3l2rVr5ObmCqIyTWzYsIG6ujokEgnz58+nqKhI\n6PX38ccfC4XgH3/8sRDJGzNmDGPGjAHgyJEjmJqathjJlMlkTJ8+nR49enD27FlKSkp4/vnnSUhI\nEMRxmprWy2Qy6uvrKS4uZtWqVcIeKpWKBQsW0LZtW9avX49CoaCurg4jIyOOHz/OgQMHMDIywsnJ\niUmTJgnr0tPTeemllwCIj4/H0NCQvLw8AEEsJzExkWvXrjFnzhzs7e2F/pR39i5Uq9W88sorODo6\nCtfT5BxLJBKKi4v517/+hZubGwB1dXV8//33vPnmmxgYGBATE0NiYmKzgnoRERGRRx2JREJQUBB7\n9+4FGoW8bt++jZWVFSqVCkNDQ/Lz88nMzCQuLg4XFxf8/f2brYNGZ7GpfMHIyIi6ujq6d++ORqMh\nNTUVpVKp08+uoKAAc3NzzM3NWzxXREREROTR4LFyDG/fvo1Go2HatGkcOXKELVu2CHcay8vLBWdi\n+fLlgsN069YtjI2N6dSpE0lJSWi1WkJDQ4HGyJRarebEiRPCj1hZWRnGxsY6juGYMWMYO3YsUqmU\nyMhINBoNAQEBQrrkX4VcLhfOtrCwaJam+cwzzwhRvMTERPr168cXX3xBWVkZjo6OHD9+nNOnT2Nu\nbv5Qoivbt2/XiRgmJiZSXV0tOFJt27YVHMELFy6Qn5/PxIkTW9xr4cKFZGVl8f3337NkyRKkUikr\nVqxgxowZQkRXo9Ewa9YsOnfuTEhICH369CEzMxNjY2MOHDhAamoqb731Fr1796Z3796kp6fTrVs3\nLl26RE5ODmvXrqW6upqSkhJBsfTpp5+ma9euJCQkoK+vj7e3NwcPHuSZZ56hrKxMSKFSKpV8/vnn\n+Pv7U1NTw5kzZzh79iyLFi26p30iIiKIiIgAGp1vERERkb8aGxub+z5vYGCAjY0NPj4+nD9/nsTE\nRLp3746dnR3e3t4899xzyGQyNm3aRH19vZBRY2BgINxMdXV1JSkpSUgz9fDwQCKRoFAoyMjIwM7O\nDhsbG+F39MSJE4wcOfKe596vDvxxp8lmIq1DtFvrEW3WekSbNeexcgwNDAz49ttvCQ4ORq1W07Vr\nV2xtbYHGqFITK1euJCUlhYMHDzJz5kzOnDnDe++9R3Z2tpA2CXDz5k0CAwM5c+YMgwYNAuDUqVMM\nHz6c3NxcnRq9ln64JBIJ+vr6f6qy5Z2kpKTw7bff8sYbb+Dj48OpU6c4ePAgpqamtGvXTkhVra2t\nJSYmhvr6eqCxh6GRkRGHDh1i6tSpQmQyLCyMy5cvC9deUlKCnp6eEH1Vq9UEBAQwYsQI1Go1w4cP\nx9nZmZiYGCorKwkICCAjI6PFlNbY2FgyMzNJTk4GwNbWlnnz5gGQmJjI3r17MTAwoKSkhE8++QS1\nWk1BQQFbt25FpVIxZswYvLy8cHZ2ZtmyZSQkJBAeHo6lpSXTp0/HxMSE7777DgMDA8LDw4XzPvro\nIyZMmICjoyMLFy4kLS2N6Ohoob+Sra0tarWazMxMnnrqKeRyOWPGjKGsrIyrV68ydOhQoPG9tbGx\noaSkhMuXL9PQ0MC7776Lnp7ePd/vwMBAAgMD/6i3W0RERKTV/J7CXkNDA3K5nGPHjjFu3DgkEgkn\nT57k2rVrdOrUierqaqCxhCE9PV24ydrQ0IBKpUIulxMQEEB2djbnzp3D19eXkpISYf+nnnqKw4cP\nc+PGDdq3b49SqaS0tFS4tpbOdXZ2/pOs8ffzJKge/h2Idms9os1az5Ngsz9alfSxcgytrKyYP38+\nxsbGWFlZUVVVJTw3YMAALC0tycnJ4csvv6R3797MnDmTCxcuCKkqjo6OQhphbm4uhw4dwsDAALlc\nztWrVwEoLS3l6tWrNDQ0YGJiQnp6uvAcNEYmtVot58+fF3rreXp68uKLL/7pr3/gwIE69ZBarZYX\nX3yRbt268fPPPwvjJiYmzJs3D41GQ25uLh9//DEGBgYMHjyYffv2sWnTJhYuXKiTRgr3TyV9+umn\nKS0tRalUkpqaSkBAAEqlknbt2tGjRw+ducXFxfz666+8++67eHp6cuPGDW7cuCE87+HhgYeHB9ev\nXxcazjchlUrx9vYWHmdlZbFixQpqamro27cvQ4cOZf369YSEhAhpSKNGjWLUqFGsWrWKpUuXArBn\nzx7S0tKElFOAyspKsrKysLe3p0OHDhw6dIjq6mratWvHxIkTeeutt4QbAIaGhrzyyiuEhYVhbW3N\nyy+/jFQqJSwsDH19fZ555pnffb/uJwIh0jJPwpf0X41os4fjn263iooKKisrMTU1paioiC5durB7\n926CgoIwNDQkIyNDqPu+m6a+t4Dw/R8eHo67uzuOjo4olUrhdzclJQVXV9f7nisiIiIi8mjwWDmG\nAJGRkdjY2PD9999jZGREQ0MDNTU1ODg4IJVKmTBhAnp6emRkZPD1119TWVkpiNZAY4rgjBkzcHFx\n4Y033uDQoUP4+vri7OxMbW0t2dnZyOVyRo4cSceOHXFzc8POzo5bt24xadIknVTS8PBwDAwMWhSi\n+bNwdHTk448/5o033qCyslJwdO8mJSWF4uJiKisrmT17Njt27MDGxgYXFxc8PDxapdJZW1vLN998\nI6xJS0ujrq5OiJrJZDL+/e9/A43pn5s3b+bVV1/lhx9+4N133yUsLIyZM2c223f79u3NRGG2bt3K\nl19+KTx2cnIiNDSUhIQEEhIShPc5KytL6L9YWlrKkiVL6NixI6+//jpz586loaGB2NhYysrKhFoY\nc3NzpkyZwubNm3Fzc8PCwoK0tDR8fX25cOECWq1W+CNFq9WyZs0asrKycHNz44svvqCqqora2lqd\nukkRERGRx5EhQ4awc+dOFAoFrq6udO7cGalUys6dO9HT08Pb25u2bdvec31kZCQBAQHCzbT+/fsT\nFhYGgLOzs7A2IyNDyNi417kiIiIiIo8Gj51jeP36debPn4+NjQ0vvPACxcXFJCQkMG3aNDZu3CjU\nm9XX17N+/XpMTU0pLy/H2tqa2bNnC8qSSUlJXL58mSFDhnDw4EGKiorIz89HrVbz3HPPER4ezqhR\no2jfvj1SqbRFR0oikfzlvfyioqIwMTHBzMyMzMxMAgIChMhlfX09UqkUfX19YmJi8Pb2JjAwkEOH\nDgHg4uLCpUuXuHLlCn369HngM01MTFi+fDl6enpUV1ezevVqHefozTffBBpTTzdv3kznzp0ZMmQI\nFhYWvP322wwZMgQ7O7tm+yqVSo4ePaoz9iD9r2bNmoWlpaXgGNbX1+Pp6cnChQvZs2cPenp6GBkZ\n8fzzzwuppND4fslkMpKSkigqKqKuro7KykoUCgVlZWU6kUqJRMLYsWNp06aNcGPgp59+YvHixY90\nGxQRERGR+zFlyhSgsRfv3dG6zp07N1OYvntdE3dmm0Bjz9iWhLnGjh2r87ilc0VEREREHg0eq79w\ny8rKqKurw9TU9J7F6gqFgitXrnD8+HHGjRsHNNbOGRkZ8dZbb+Ht7c3YsWMFBbUTJ07Qtm1bLCws\nMDc3p6qqikuXLjF+/HihflGtVhMZGUlycrJOKmlpaSlBQUF/2esvLy9nx44drFixgqSkJCoqKrC2\ntqa4uJiGhgZiYmJISkri//7v/0hJScHZ2ZnLly8zadIkNm/ezM6dO/Hy8hIiaHeiUqmor6/H1NS0\nxbP19PSQy+Vs2rRJ5w+C0tJSQbgnOjoafX19goKCuHDhAidOnGDEiBGkpKSwYcMGvLy86Nmzp3C+\npaUlK1as0Dln8eLFOo8zMjJ0UkkBIYWpqqoKiUSCVqslLi6Od955h7KyMnr06EF1dTUrVqxAoVA0\nc4KnTJmCp6cnGRkZXLx4kcGDB7N9+/ZmTr6joyPx8fH88MMPtG3bln//+9+irLqIiIiIiIiIiMgT\nyWPlGCYmJuLt7c3GjRvJz89n165dQirp+vXryc3NJSwsDIVCwZIlS7CysiIqKgqVSsXw4cPp27cv\nV65cEZQnm2rHDAwMWLlyJXPnzqVz585kZWVRUFAgOIa9e/fmyy+/FBRIm1IoT5w4QV1dndB3LyIi\ngn379rV47U5OTjrpNHfzIGurq6t59tlnsbS05Ouvv2bu3LlAo1qrkZERFy9eZOLEiZSWluLl5UW/\nfv3o27cvX3/9NTY2NsyePZuLFy9y9erVZnWEW7duJSYmhnfeeafZ+XK5nHXr1mFubs7YsWNxcnIi\nMTGRqqoqdu3aJTjH/fr1o1+/fmzevBkbGxveeustwQnMysri8uXLOvWIhYWFLFu2DGhMQdXX1xdE\nCprGXFxcWLp0Kbdu3eLmzZtAY2uSffv20bVrV2HegAEDmDt3Lnv27EGtViOTyVixYgW3bt3SqRH9\n/vvvKSoqIjY2lvr6etq3by/0wLx16xY9evSgoqKClStXYmNjg7e3N/PmzRM+MyIiIiKPGtXV1cjl\nctq1ayfU9rU0JiIiIiIicj8k2qaGb48Js2fPpmPHjjpjJSUlrF+/Xmds0aJFQmSpidzcXDZt2qTz\n+PLly2i1WsLDw3UERby9vXFxcQFg3bp1jBs3jpycHM6ePUtFRQUqlQobGxs0Gg2vvPIKDg4OD3x9\nWq2WnJwcHB0dOXjwILa2toIq6p1kZ2dz7NgxZs2aRXZ2NlKplA0bNvDqq68CjT38TE1NiYyMJDY2\nloqKimZ75Obm8uabb9KtWzeg0cnT19dv0dG5cOEC2dnZQl/GJsrLy7ly5Qp6enr06NGD5ORk8vLy\n6Nu3LydOnOD1118X5mZmZuLo6Mivv/7K4MGDgcZU088++6zZeatWrWLmzJnk5ORw48YNZs+e3WxO\nSzZVq9WUlpayYcMGwZ4ajUZw2JVKJZs2bWLUqFEcP35cUGu9m5iYGDIzM5kwYUKz5zQaDe+99x5z\n5sxhx44dGBgYUF9fj0wmQ6VSERQURM+ePVvct4n8/Pz7Pi/SnH+6IMjDINrs4Xhc7FZTU8P+/fuZ\nOnUq58+fJzs7Wxjv2bMn3bp14+jRozg5OZGSksL06dOpqKhoNlZVVcWxY8dQKBR069aNwYMHt7if\nu7t7s3nl5eUcO3aMhoYGXF1dhe92kd/ncfmcPWqIdms9os1az5Ngs3+0KinQYk1fSzVfBgYGzf5w\nvzMaBY1Nd2UymaBAWV5eDjSKqWRmZgqO4aRJk4iKimLMmDE4OTlx8eJFrKys6NOnDzKZDHNz81Zd\nX11dHZs2beL555+nqqoKJyenFl+rkZER+vr6KBQKYmNjkclkKJVKbt68SX19PQMHDsTU1JShQ4fi\n5ubGli1bmDdvHqmpqXTp0oX4+Hjy8/N1Gg231K8lJCSENWvWIJPJhGutr6+ntrYWS0tLioqKSE1N\nxcrKCkNDQ+Lj4ykqKhIEYD744APGjBmDp6cnP/74IzKZTLAd0GLqanZ2NlZWVnTo0IHt27dTWlqq\nk1b6xhtvCNd6t0319PQECXVodHa//PJLNBoNbdq0wdfXl7Zt22JqakqPHj3Izs7G2tqa6upqvvji\nC2QymVBrCgjCRHV1dUyePBk3Nzdqa2uFHl2hoaE0NDSwdOlSIcL5IBSM8H/guSKNFPzdF/AYItrs\n4XjU7NaSirFSqSQsLIyGhgYA/Pz8hOf279+Pp6cneXl5jB49GisrK4qLiykvL6e4uLjZWGxsLH5+\nfnTs2JEdO3bg7e3d4n5XrlxpNi86Oho/Pz+8vLxYu3Yt3t7eYlq9iIiIyBPIY+cYenp6Cn34mkhI\nSGhx7t2O4YULF3QeSyQSCgsLyczMJD8/H2tra4yMjPDz88PIyAhorL2zt7dn/PjxVFZWcuHCBaKi\noujbty979uxBq9Xy2muvter69PX1efvtt7lx4wZVVVU6jlsTeXl5HD58mNraWrZs2YKBgQHV1dXU\n1taSkJCASqXiueee49q1ayQmJhIcHMycOXP46quvmDlzJubm5sTHx9OrV68WhV/upCloXFtby82b\nNwU1zhdeeIHhw4cLDUDt7OxQqVRcu3aNTz/9lOLiYtLS0gRxAY1GQ8eOHYmKiuLtt9/mww8/pKGh\ngczMTFasWIFWq2XlypWoVCq+/vprvL29SUpKok2bNrz99ttUVlZiZmYmpHE+qE3btm3L/PnzUSqV\nnD59moMHD+Lt7U1KSgpRUVFYW1tjZmaGg4MDH330ERs3bmTChAn3tEtSUhKXLl0CGtOFHRwcSE9P\nF9XzRERE/lIkEglBQUHs3btXZ7ygoABzc3PMzc2FevnU1FSUSiVWVla0bdu22ZixsTG3b9/GyspK\naPXT0n4tzWsaq6qqarZWREREROTJ4bFxDG/cuMHPP/+MRCIRGrDfybJly3j99dext7cHwM7Ojh9+\n+EFnTps2bZqt69ChAzKZjPHjx6NSqSgqKqJNmzYoFAoAfvnlF+Lj4/H09CQ4OJhJkyYRHx/PtGnT\nuHz5MhkZGa2+vu+++46CggIkEglpaWkUFRUJ8zIzM1m3bh3p6enY29tTWlqKj48PWVlZGBgYYGtr\ni52dHVqtlpiYGPr160d9fT3JyclUVlby8ssvU1lZycmTJ5k3bx7Xrl27p02VSiXx8fGUlpaycuVK\nNBoN9vb2vPzyy+zfv79ZKi7AyZMnsbGxYePGjdTV1VFbW0tcXByvv/46GRkZuLq6olAoyMvLQyqV\nsmLFCuG/jz/+GGiUOW+Ksp44cYKpU6dSVlbGrl27mDFjhpDK+qA2bdu2Ldu3b6dr165UVlbSrl07\nYmNjSUmYxdiZAAAgAElEQVRJ4fbt2xw6dIiQkBBhXUvZ0039FKVSKWlpabi4uJCTk8OoUaOora3l\nwIEDODo6EhYWxpAhQ1pMxY2IiCAiIgJAeK0iIiIiD0JL2RxNGBgY6Dx/4sQJRo4cKYwpFAoyMjKw\ns7PDxsYGqVTabMzHx4fz58+TmJhI9+7dsbOzE0Tc7tyvpXlNY1FRUc3WityfphurIq1DtFvrEW3W\nekSbNeexcQw9PDwICgoiNjaW3r17c/r0aZ5++mkhxcbZ2RkrKytyc3OJiIjAzs6uxYjQtm3b8PX1\npUePHpiYmHDlyhUAwcFrokl5c9KkSXh5eREfH8+5c+eoqqrC29ubI0eO0NDQgEwm48qVK/j6+j7Q\n9QHMmzcPaIzQffjhhyxdulRI4QwJCcHCwoJ27drh4OBAZGSkcF5TW4qsrCw0Gg3vv/8+AIMGDUKr\n1bJnzx5Onz5NVVUVFRUV5OXloVarMTU1pXfv3s1sIZfLycvLw8rKiuXLl3PlyhUyMzMxMTGhsrKy\nxRTQwYMHU1BQwHPPPdcsYmhtbY1arebs2bPk5eU1+8OhySELCAjA3t6ehIQEFixYQFxcHKampkil\nUuLi4oTo4IO+5xKJhODgYN5++22++uorsrKykMvleHh48PPPP/Pqq6/qpKPa29vz1VdfNbu28ePH\n4+XlRY8ePbCysuLcuXO4u7sTEfH/2DvzsKjq/Y+/ZphhR/YdlU1BEdxwyQVxCa3MLVNTM1N/babZ\nal41ITMry+oqmmla7qklueDGRcJdUdEAF/ZFQEAY9mFmmPn9wcO5joCKeSntvJ7H52HO+Z7v+Z7P\nwDjv72eLwt3dXfCIfvfdd40W6RkyZAhDhgxpcFxERETkXtwtz0WtVgvnlUqlkBZx+zVPPvkke/fu\nJSEhQcg5uf3YmTNnGDVqFBKJhCNHjhAXF4eHh0eD+Q4cONBgXHx8PKNGjcLe3p5t27YJ14rcm8ch\nh+mvQLRb8xFt1nweB5s97BzDlm3C9ydorJdgfHw8t27d4j//+Q9arRaJRIKTkxNjx47F3d2doKAg\n/P39kclkjBs3jrFjxzJ69GjatWvHH3/8QXp6Oh07dqRt27b06dNH719RUREXLlzQu1+PHj0oKioi\nMTGRc+fOER8fT1lZGT179rzv9d1OVFQUffv2JTw8nJ07d6LRaNDpdEgkEry9vfU8nAYGBvTo0UP4\nd3soj1qtZuXKlYwfP54JEyagVqsxNjYmMDCQhQsXNioKAdzc3Bg9erSQr6fT6dDpdMTGxnL9+nXB\n+wp1FUTrc/UAvvvuO7Zu3crRo0f55JNPKCgooLa2ljVr1tChQweKi4vR6XSEhoYKoaT1VV6lUqlQ\nKKaqqootW7YIobvGxsZs2LChWe95/TzW1tYcPXoUiURCREQE3377LfHx8YSGhlJWVgZAYWEhzz77\nLHPnzmXKlCm0b9+e0NBQ5s+fLxS4cXd3F2x/9epVTp48KRSo6dKlC+bm5sTGxjZqUxEREZH/JcnJ\nyXh5eQmvDx06JBSQUSqVGBkZNXqstLSUsrIyITKmqfkaG1d/TK1W610rIiIiIvJ48ch4DOu5dOkS\nWVlZyGQyBg8ezIULFzA1NRVcwTKZDHNzc/bv38/MmTMxNDTk1KlTpKeno9PpGDRoEH369MHf3x9/\nf3+ioqKIi4sjMzNTuEdVVRWffvqpXtGYc+fOoVKpyM7OZuHChRgYGFBbW9sgZPBe66snKyuL06dP\n8/HHHxMSEsKOHTvIyclpMqFfIpHotV24XTDFxsbi4+ODSqVi8+bNjB8/XhA0/v7+ODs735dta2tr\nqa2txcTEhHfffZebN2/SqlUramtrqaysRCKRCF7L1157rYHHMDo6mk6dOmFpaUlhYSGenp6MHz9e\nCCVVqVQN7rlq1SomTpyIiYkJAN27d+fIkSNCfuT92LSiooIffviB0NBQfvzxR9zc3Bg1apTgMXzt\ntdcEIbpu3TqmTZvGsmXL+PLLL9myZQsVFRVkZWWxadMmFi9erPe+JycnM2fOHCHUFODll18W5rsb\njRWTELk7j8PuXUsj2uzBeFTtlp6ertf6qFevXuzbtw+oi6KwtbVt9Fi/fv3YunUr1dXVeHl5CTnT\nd87X2Lj6Y0qlEk9PTzHfWkREROQx5ZERhvWFUZycnGjbti3nzp1DrVaTkJCAvb290EsQ6toQGBoa\nsnr1avz9/enfvz/jxo1rdN47w/8UCgVr167VEwcVFRWoVCpGjRrF119//afXl5CQwIYNG5g7d65w\nn4kTJ3L9+nU9AVnvwavn9qqdX375JVBXHOfAgQP861//4quvvuKpp57C1tYWAwMDXn31Vb755hte\nffVVvSqhd6JUKqmoqBC8pfWsWbMGT09PWrdujY+Pj2Cna9eu8d1336FWq4U8xdatW/PSSy8BEBER\ngZubW4OwyrCwMBYtWoShoaEgtCZNmoSzszN5ef+tEfjGG29gamp63zaNi4tj+PDh2NjY8M4775CQ\nkEBERARHjhyhoKCAxYsXExgYSPfu3amqqsLR0VEQdvPnzyc1NZW4uDg6dOjAqVOnhEp9KpWKZ599\nFkDwgAKYmZk1aUsRERGRh82kSZOEn+s34uqxsrJi8uTJ9zzm7e2Nt7d3g7nvnK+xcfXHHlUxLSIi\nIiJyfzwywlAul+Pl5cWwYcOwtrYmMzOT+Ph4goKCMDIyIjw8nNdeew2FQsGmTZtYsGABEomE/fv3\nk5iYyMWLF1GpVJSXlzN06FCee+65BvfYtm0bV65cYfTo0XrHi4uLeeuttzA3N6e2tpYlS5YgkUj0\nhNv9rq+8vJxdu3Yxd+5cIQeyvmeeSqVi2rRpwn1VKpUQKllbWyscP3TokBDSWVhYSK9evTA3N+fZ\nZ5+lU6dOXL9+HZVKhbOzMwsWLLinkBkyZAifffZZg6IsFhYW9OzZE0tLS3x9fYXjtbW1vPbaa43m\ncG7dupUzZ87w6quvsmjRIkxMTDAwMOCHH35AJpMRFxdHnz590Gq1aDQanJ2dyc3N5ZNPPhHCNetz\nG3U63X3ZNDg4WG8NWq2WUaNGCcfr+xxmZmYKX4JUKpXg+S0sLGTMmDEMHDhQzxN7u4dTo9HovQci\nIiIiIiIiIiIijxOPXIP7+6Gpwin3or6B+d3QaDSN9k0UqePq1au4ublhamqKRqPRs6dCoUAulzcq\nVGtra+8rPPNRQmxw33xEj0TzEW32YIh2az6izZqPaLMHQ7Rb8xFt1nweB5v9Y4vPNIcHEYXAPUUh\nNGxWX49WqxU8bjqdrtnepfPnzzdrfD1nz55ttP3CX4Wvry/m5uZIpVIMDQ2pqakRzllZWQmiUKvV\nCi1BgGaLQq1WS2Fh4cNZtIiIiIiIiIiIiMg/nH+06+uPP/4gISGBF154gU8++UQorAJ1AnDBggVA\nnSdx+fLlvP3220I10LVr1/LMM88ISv3QoUMcO3aM6upqtFotXbt2RalUcuPGDSFc8f3338fd3Z15\n8+Yhk8mwtbVlzpw5AJw8eRJXV1ecnJzuumalUik0X4e6Pos3b97EwsICrVaLt7c3Li4uHDt2jKCg\nIH7++WfGjRuHgYGBXliqRCIRwiZnz57Nt99+i0QiIT09HQ8PD5YvX86kSZOEyqRz587F3NwcCwsL\nampqePfdd3n99ddxdXVFo9HwySefAJCTk0NOTo6wvg0bNvDyyy8DdWLO19cXGxsbCgoK2L59O3Pm\nzKG4uBhjY2O++uor3n33Xb0CPHl5eezZs4eQkBB27doleBxNTExwdHQkODgYuVwO1IX81ofYxsTE\nYGtri7+///3/Qjxk8gYP+Mvu/aiSd+8hIncg2uzBaMpuLVE0qrq6mvz8fBwdHZssOCYiIiIiItLS\n/GOFYX3oooGBAVqtFgMDA72+TNnZ2UBdUZnS0lKCgoJQKBScPXuW+Ph4cnNzycrKwtDQkEmTJvHU\nU0/Rpk0bkpOTUalUjBs3jnXr1uHq6opcLqempkYQYra2trzyyits3LiRHTt2AGBvb09sbCxarZbA\nwMBGiwSkpKTQqlUrfv/9d8aOHQvA66+/LpzX6XSYmpoik8koKipi3rx5jB8/noiICK5du0ZWVhZO\nTk4YGBgwefJkoSCNiYmJkDO5adMmRowYgVQq1Wuv0aZNG2bOnEl4eDjOzs5kZGTg6OhI//79hV6Q\nAGfOnMHBwQFTU1OuXLnC22+/jUql4vr163Tq1EkQ1reLuQMHDtCtWzfkcrmeR7b+fZHJZLi6ujJy\n5EhatWpFQUEBAQEBrFq1igED/iu+oqKiyMrKYurUqeTm5t5X01KdTseGDRtIT0/H0tKSOXPmCGuY\nNWsWK1asAGDHjh2cOnVKaGPRu3dvhg0bds/5RUREHg8qKyvZvXs3kydPpry8nI0bN2JlZQXA6NGj\nBYFXWVnJzz//LOSLR0ZGUlRUhJeXF3379kWpVLJr1y68vLyIjo7mhRdeEK49dOgQnp6etGvXDoVC\nwZEjR6ipqcHZ2ZnBgwej1Wr57rvvhM+hJ598stFcbxERERERkQfhHysMz5w5w/79+ykvL0cqlaLT\n6YRqlABbtmwB6oRLQkICKSkppKWlUVVVxauvvsrevXt59tlniYmJoaqqihMnTrB3714MDAzQaDQU\nFRVhaGjIiBEjMDc3Z8+ePcLcpaWlLFu2DCcnJ8aNG8f27dsZO3Ys69atY8qUKU3uICsUCg4dOoSl\npSU5OTl6ggxg/Pjx2NnZcfPmTfLy8pBIJHTo0IHu3bsDEB4ezvPPPy98kUhKSmL79u3cvHmTsLAw\nRo8ezSuvvNJoW4m8vDwWL16MjY0N48ePB8DS0pLu3btz6dIlYZxUKiU7O5vff6/bdVepVMTHx1NU\nVEReXh6zZs3i+vXrxMXFoVQq2bx5M5WVlaSlpZGZmckXX3xBTU0NixYt4vLly/zyyy8UFRVhb29P\neno6kyZNEorvyGQyIfw3NzeXcePGceXKFXJzc9FoNPe1E//HH39QWFjI4sWL+fnnn/Wqkt7J6NGj\nCQoKuuecIiIijxdKpZJ9+/ahVquBus+bJ554gm7dujUYGx0dLUSfXLt2Da1Wy5QpU9i/fz/FxcVU\nVFQwaNAgXF1dUSqV5Ofn4+npSXZ2NpWVlbRr1w6oi3ro06cPrq6uREREkJmZiZGRER06dGDgwIEt\n9/AiIiIiIv8Y/rHCsE+fPtjY2HD58mXGjBnDwYMHOXjwoHC+vim8m5sbdnZ2nDhxgqlTp7J9+3a+\n/fZbioqKSEtLQ6FQ4OfnJzSld3BwoLy8nJKSEhwcHPj+++/JysqiTZs2DB48GKgTVK+88gqbNm2i\noqICNzc3YmNjUavV/PHHH/j5+WFubt5gzYGBgbRp04bt27dTUFDApEmTcHFxISUlhevXr6NUKoE6\nL+fEiRM5fvw4165do3Pnznrev3pvaceOHfn444+ZP38+ixYtoqqqipMnTzZoMwHg7OzMzJkzCQsL\nY+7cucyePZvs7Gx++OEH4b5Q54Gzt7enf//+5OXlYWFhwYABAygpKcHU1FQIr7W0tMTCwgIPDw8u\nXrzIwoUL+eyzz3jnnXcEsdetWzfc3NyIiIigd+/e+Pr6EhUVxXPPPUdWVhYBAQHodDokEglRUVGk\npqYyY8YMWrduzenTpzE2Nr7n70FSUhJ+fn4APPXUU3rhxM0lKiqKqKgogAb9LUVERB4NGos0UCqV\nTJs2jQ0bNmBnZ8fp06dJTk4mMTERHx8fnn76aaCu76mFhQXV1dXY2dlx/PhxevXqhZ2dHQEBASgU\nCqFnYGpqKoWFhYwYMQK5XM4PP/xAhw4dyM/Pp1OnTpSVleHn5yekHdQ3qc/IyGDLli04Ozvz3HPP\ntWjRLplMdl+RGCL/RbTZgyHarfmINms+os0a8o8VhgAFBQVCXmBGRgZGRkao1WrkcjmFhYUYGxsT\nGBjI119/TVVVFdu3b0cikfDWW2/peQyhrgF9eXk53t7eKBQKJBIJpaWlvP7662zYsIEPPvhAuO/t\nhWlWrlzJBx98wIIFCxg5ciSXLl3Cy8urUWGYkZHBkSNHkMlkSCQSUlNTOXToEGVlZYKQhbqGxvVe\nu6eeeoq4uDiioqLIzs7m1q1bwjOYm5uTnZ1NaWkpn3/+OdOnT+fMmTN37XloZ2eHra0tAJ6engwb\nNozi4mKKioqws7NDo9Hg4eHB4cOHkcvlpKWl4ejoiFqtZsiQIRgbGyOTyfD09CQjI4PAwEBcXFz0\nCujUV37NyckhMjKS5ORkiouLiYiIYNCgQaxevZrnn3+e2tpaoWXI5MmTSUlJEQRwRUWFUISoflxj\nhYPKysqEMN5Dhw7Rv3//JkNEd+/eTXR0NG5ubsyYMaPB+Tt7YoqIiDx63K1CnVqtpqioCGdnZ7p2\n7YpcLmf79u0kJSVha2vLgQMHGDNmjBDpUFZWhlarpaioCI1Gw82bNykqKkKn03HmzBkMDAwoKSkh\nKSkJa2trAgICOH/+PDk5OXh5efHbb7/h4uJCUlISvXr1QqfT8fzzz2Nubs7evXs5e/as4GFsCR6H\nCn4tjWizB0O0W/MRbdZ8HgebPeyqpP9YYbh//34SEhLo27cvEyZM4Pjx4/To0YMvvviCDz/8UPCq\nnT17ltGjRxMZGUm/fv04duxYA49hx44dkUgkVFZW0rNnT8rKyrhx4wZJSUmkpqaSnZ3NkiVLeO65\n5+jYsSMFBQV89dVXODg4IJfLUalUVFdXC03eb/fu3U5ZWRkdOnQgMzMTpVJJjx49SE9Px97enlat\nWlFVVQXA5cuXOXjwIBMnTiQjI4OQkBB69uzZIJQ0KiqKq1evIpVKeffdd5HJZHzwwQdotVqUSiXn\nzp3D2dmZbt26kZGRQWhoKPb29nprOnnyJMXFxcIueGVlJaamphgbGxMcHCyIrdzcXMGz2L9/f27d\nugWAg4MDSUlJLFmyhIyMDL744gsMDAyYN28eBgYG9OjRAwMDA1JSUqitrSU6Opri4mKio6PR6XQU\nFhZiY2NDZGSk3s55RkYGn3/+OVCXqzhw4MBGRZupqSnV1dUMHjyYVq1akZqa2uTvjBhKKiIiAuDq\n6ipsNDk6OlJcXMz169fp1q2bXqSCXC4XohBUKpWwASaRSAgJCSE2NpaUlBRu3rxJly5dMDc3x8/P\nj9jYWMaMGUN2djZnzpyhU6dOGBoaYm9vL9zX2dmZ4uLiFn5yEREREZHHmX+sMHzmmWfw8vLi8uXL\nABw5coS+fftSWlrK0qVLsbe3Z8aMGYLgiYyMxNfXl5iYGN566y327NnDiBEjOH78OFAnPuzt7Tl6\n9CgAxsbGvPzyy6Snp6NQKPDx8cHFxQWNRoO9vT1vvPEGmzZtAuoKm7z00kv89ttvgjeuMQICAjh9\n+jSOjo7Ex8djbGxMcXExVVVVgkjUaDS0b9+ejh07cvz4cUxMTJqcr97DNX/+fHQ6HWFhYWi1Wiws\nLMjLy6NLly64ubmh0+mwtrbmX//6F+Hh4UCdAExOTmbMmDHk5eVRXFyMg4MD2dnZWFlZYWBgwOHD\nh7l16xYREREAvPDCC42uIzg4mODg4AahpM7OzhgYGHDhwgWGDx9Ov379sLKyYvHixXz44YcUFRVh\na2uLRCKhX79+wnwxMTEUFRXRvXt3vYJCjeHj48Phw4cZPnw4GRkZdx3bXFqiuuHjxuOwe9fSiDZ7\nMP6M3X7++WdGjhyJkZER6enpdOnShbi4ODIzMzl//jwFBQVERkbSunVrcnJycHV1paCgABsbG06f\nPo2ZmRn+/v4olUqMjIywtrZGoVAAkJ+fL0Q7ODo6UlZWxsiRIwHYt28fTzzxBPb29ly/fp0+ffo8\nHGOIiIiIiIjwDxaGt5OdnU1aWhoHDhzAwsKCefPmNTl2woQJQpinTqdjzJgxAJw4cYLr16+Tl5eH\nTqfD1taWwMBAAgMDSU1NZdy4ccK9XFxchJYROp0OLy8vunTpgoODg16RmsY4efKkUJ3u559/ZsKE\nCSQlJaFWq4mLi0OhUDBlyhSio6PZu3cvb775JqGhoRgYGJCTk0N+fj6Ghob06tWLkJAQACF8du7c\nucJu99dffy2sKTU1FWdnZ2G3W6VSkZOTw4svvkjv3r0JCAjA0tKS7OxsamtrMTU15cMPP2TVqlUM\nHTqUxMREDAwMyMjIwNzcXMgNvP1ffcVWqBPZgN4xgO+//14vJHft2rXMnTtX8LBqtVoOHz7M9evX\neeWVV1izZg0SiYRp06Zhbm5OTk4Ox48fZ8KECcIcgYGBxMfHM3/+fIyMjIR8QxEREZGm6NevH1u3\nbsXAwICuXbtia2vL5MmThfNbtmzh6aefpqamhs2bN1NRUUFaWhovvvgiABEREVy6dAl7e3s8PDxw\ndXUlMjKSpKQktFoto0ePBuqKpPXs2VOo4ty3b1/h/whvb2/c3d1b9sFFRERERB5rJLq/U3f0FkSh\nUPDJJ58waNAgTpw4wbRp0zh//jyxsbGYmppSW1vLM888w6BBgwD44osv9ETJmjVrGD58OK6urgDE\nxsZiZmZG9+7dUalUhIeHU1lZiaGhIZmZmbRu3RpPT0+srKxwd3fn4MGD9OzZkyNHjggCSCKRkJOT\nQ2hoaKMlyEtKSti6dSv+/v7Y2dnRsWNHvfO//fYb7dq1o2PHjhw+fBg/Pz9cXFxQKpUYGxsLAup2\nMfbll1/i5OSk96UG4Msvv2TChAm4ubmxY8cOOnbsyJ49e3B0dOTmzZu0b9+eP/74A61Wi1qtpl+/\nfri6ulJRUYFSqeQ///kPL774IlZWVixbtgwrKytqamro27cvw4cPJz8/n+3btzNq1Cg2bdqkJwJ1\nOh3Dhw/Hx8eHtWvX4uXlxTPPPMO8efNwdXUlKSmJTp068ccff7BixQq0Wi3R0dEcP36cPn36CIUg\nAOLi4ti2bRsLFy4USsu3FLm5uS16v8cB0fvVfESbPRgtZTelUkl6ejqtW7duNHf8UUL8XWs+os0e\nDNFuzUe0WfN5HGz2sHMM7ykM6wuB3I5OpxNy8u6n8uPflYKCAhwcHPQaoz8oarUaiUTSaIGTu6FU\nKpHL5S1aWa651Ff+rEelUgnhnlDnqbtd2CkUCkxNTfXGPIx71+d9NsbFixdp3749ZmZmDc5VVlY2\nevx/jSgMm8/j8CHd0og2ezBEuzUf0WbNR7TZgyHarfmINms+j4PNWrz4zOeff45SqaRXr14MHz6c\nq1evsnbtWlq1akW7du1wcnJ6qAtqSeq9cn9WFMJ/G7Y3l0dBWNcLs5iYGIKDgxsIvjtDPh+mZ+52\nQXo38dy1a9cmz/0VolBEROTBqKioECp/GhkZ/dXLERERERER+cdwT2Go1WqZMGEClZWVAFy4cIHp\n06c3CGMUefypF4YPm8TERHx9ff+U17SiogJzc3Nyc3Mf+u7Jg5I3eMBfvYRHjry/egGPIH9HmzVV\neKmyspLdu3czefJkSktL2bdvHxKJBGtra4YNG0ZJSQmRkZG4u7tz9OhRpkyZInwu7Ny5k6CgIBwd\nHVEoFBw4cIDq6mp8fHzo27cvx44dIysrS7iPv78/Hh4eHD16VCjK1atXL2GcXC5HoVDg7+/PE088\n0WK2ERERERER+btyT2EokUjw8PBg586dXL58GZ1Ox8mTJzl58iQSiQQ/Pz969+7dEmsVecT4/fff\nKSkpYdSoUU2Oqays5Pvvv+frr7++53zbt28nODi4US/1ypUrhcqAffr04bfffqNVq1ZotVocHBx4\n6623GlyTmJjIH3/8oVeMph6NRoNGoxFaiZSXl1NUVER2djZt27YVqtWKiIjcH0qlkn379qFWqwGI\nj49n6NCh2NnZsWPHDgoLCykuLuaZZ57B2tqawsJCFAoFtra2JCYmYm1tjaOjIwDnz5+nf//+uLm5\nsXnzZrp27Ur//v2Fe+3evZtOnToRERHByJEjsbCwYPPmzfj4+Ajj7OzsWLt2LZ06dWp5Y4iIiIiI\niPwNaVIYxsbGYmxsLPRg6tGjR6O5ZuHh4aIw/JOEh4czePBgfH19+eWXX7C1tSU4OBiFQkFMTMxd\nhVVj7NixAz8/v7+swmZhYSE1NTUYGhoilUrJzc2loqKC9u3bNxh78eJF+vfv3yActTH8/PxYvXo1\nixYtajB+3LhxzJs3j/DwcJKTkxk9ejTBwcGUlZUJbUGgzusZHR2NVCqlqqqKyspKrl69CoC9vT0z\nZ84E6r607t69GxMTEyQSCfn5+QwePBhHR0fs7Oz+jHlERP6RSCQSRo4cyS+//ALAgAH/9ahXV1dj\nYmKCr68vWq2WlJQUlEol1tbWVFdXEx0dTdeuXcnMzKRt27aYmJhQUFCAtbU1Go1GL+Q0Ly8PCwsL\nLCwsUCqVQusHY2NjampqhHFZWVnCOBEREREREZG7CEOpVEpsbCzZ2dmsW7eOAQMG4O/vz7///W+6\ndu1K3759kclkTJo0qUHxEZGHg5WVVbNF4d+BTZs2ERwcLGwiGBoasnHjRp566in69u1LSUkJ33zz\nDTKZjNzcXCwtLbly5Qo6nU4oMBMSEqK34aBWq/Hz8yMrKwuVSqWXm5mfn8/q1asJCAjg5s2bepsX\nd9K/f3+CgoKQSqVcvXqVy5cvM27cOOHe9XTr1o0uXbogk8koKChg/fr1jBo1qsG424mKiiIqKgqA\nzz777E/ZUETkUeZumydyuVzvfHx8PK6urkLP0erqatLT03FwcMDOzo7Dhw/TpUsXBg0aRGRkJMbG\nxnTr1o1jx46RlJSEr68vDg4Owt/94cOHCQkJwc7ODi8vL65evYqpqSmVlZV07NhRGLdt2zaefPJJ\ncaOnGchkMtFezUS02YMh2q35iDZrPqLNGtKkMOzXrx+9evXCwMCAy5cvc/jwYTp27Ej//v05fvw4\nW7duZerUqf+TnDOROgoKCti5c6fgxQoPD6e6uprS0lLc3d2ZPn16k9devnyZHTt2UFVVxfz58zEz\nM4FjxLwAACAASURBVCM8PJySkhJsbW154403+PXXX0lJSaGmpoZWrVoxZ86cP10d9ffff8fGxoZu\n3bpx+vRpoO5L4oIFC1i2bBmtWrXC39+fsLAwVCoVoaGhLFmyBIlEwsmTJ8nIyGDixInCfIcOHaJD\nhw5ERkbSs2dPnnnmGaDOo92qVSu6dOmCVCrl1VdfJT8/n7S0NOzt7YmIiCAmJoba2loh9LR+A6Mx\n4VhfUbZemKalpbFlyxZkMhkqlYobN26wZMkSoK7p9IwZMxrMMWTIEIYMGfKn7Cci8jhwtypvarVa\nOK9QKIiKimLChAl61zz55JPs3buXhIQE0tPTGTRoECqVCg8PDxISEigrK2PUqFFIJBKOHDlCXFwc\nHh4eKJVKiouLhTUEBweTlZXF77//TmBgILdu3QLqwlrLy8vvuVYRfR6HCn4tjWizB0O0W/MRbdZ8\nHgebtVhV0uTkZPbu3cs777xDp06d+O6779BoNJw9e5bevXszceLEJj0nIs1n/fr1mJqaUlhYyPPP\nP9/kuN69e9OvXz+WLl1KWloaUVFRem0R6vNl8vPzCQsLY9euXSQkJFBRUUGbNm2YM2cOO3bsIDo6\nGgBfX1/GjBnDunXrOHfu3J8KCy4qKiIqKopFixYB/21UX7+eWbNmCWFdUCfuBgwYIAi1uLg4hg8f\nrjdnTEwMXbt2RS6X63mlO3bsyJIlS/D29sbBwQEzMzO2bdtG27Ztsbe3Z9SoUQ1CSc+ePcuRI0eE\nOaqqqigvL+fatWtotVq0Wi1ubm5Mnz4dDw8P4TnqPYYffvghUNdCo7E2LnfSVAEOkaZ5HD6kW5pH\n1WZKpZLffvuNp59+WogAqN8IatOmDUqlEiMjI6ytrYVcw/z8fFq1akV2djZlZWWYmZlx8+ZNvL29\ngbr/t7y8vIR7SKVSoer07aH1ycnJ+Pr6tuDTioiIiIiI/P1p8puth4cH6enp7Nq1C51Oh1qtJiIi\ngqysLOzt7cnOzgbqinQ0VrxDpHlMmzZNyDG8G56engC0bduWgoICXnnllQZjduzYIeTv2NnZodFo\nyMnJEQqmtG/fnosXL2JmZqY3X2Fh4Z96Bjs7OxYtWiQIJqlUikwmIz8/n2+//ZY5c+botbKQy+Uc\nO3YMhUJB586dKS8vF9YDdTmspaWlQluRO+81YMAA9u/fT//+/Vm9ejXDhw/nwoULQF3xif/85z9o\ntVphN6V37964ubmxe/duZs2apRdKeuHCBa5fv86ECRNIS0tj8+bNgvf0To8hgJeXl/h7LyLyJzh1\n6hRlZWXCZk3//v3p1asX+/btA+r+D7K1taVXr14cOHCAkydPIpfLGT16NNbW1mzdupXq6mq8vLxo\n27YtAOnp6Q0KQ8XGxuqFttePCwkJaaEnFREREREReTRoUhjKZDKcnZ2xsrLC1NSUmpoa9u3bR5s2\nbTA3Nxc8P0qlssUWKwIpKSm4uLiQkZFBnz59mhx3Z/8vNzc3kpOTCQgI4Pr167Ru3Zri4mJSUlLo\n0qUL6enpd+0FeL/c7kXr3bs3ly5d4uuvv+att94SvrzVM2DAAIKCgjh27BhhYWH4+fnptZu4fv06\n7u7ujd5HpVIxfPhwpFIpSqWSV199FZVKJRSSaKr4jEQiaTQfViqVCsc9PT356KOPhHN3egxFREQe\nnEmTJgEwcOBABg4c2OD85MmT9V5bWFgwbtw4vWPe3t6Cl/B2RowY0eDYnVEI9eMeVU+riIiIiIjI\n/4q7xsK5urri7OyMj48Pv/32Gx9//DGnTp1i//799O3blxEjRohFZ1qY8+fPc+TIEby8vJoUTY0x\nePBgwsPDWbRoEba2towZM4Zff/2V1NRUQkNDsbKyonv37g9ljQUFBSQlJXH8+HGsrKyYP3++Xggp\nQG1tLVlZWZw/f56EhAQWLlyITCZj7dq12NnZ8dJLL9GpUye9Sqa3h6Z+8cUXTJ8+HWdnZ0xNTTE1\nNSUyMrJR7+Kd9718+TKLFy/WCyUtLy8nMDCw0WtUKtWfsIaIiIiIiIiIiIjI3x+JTqfTNXWyvLwc\nCwsLtFotSUlJQv6aRqPh5MmT9OvXTxSGLUh4eDjPP//8PcXP/dLcthahoaGEhobedczKlStRqVT4\n+vrSq1cvbG1tGx23Z88eioqK6Nq1K507d9b7PTp58iQ9e/bU8z5GRUWxc+dOWrVqJbRN+fzzz4Xr\n9uzZQ0xMDCEhIRw+fBgDAwNatWpFbW0tBQUF9O7dmylTpjS57vj4eJKSkvQK30BdyNny5csZPXo0\ngwYNupeJ9Lg991Pk/hC9OM1HtNmDIdqt+Yg2az6izR4M0W7NR7RZ83kcbPawi8/cVRj+HcnLy8PW\n1hadTkd1dbVeztrfjfoG6aampi12T5VKhUwmeyDBfntBlYqKCszNzR/28vQoLy9HqVRib2//p+e6\ndesWlpaW9ywIU8+dPTnvxoO2YxGFYfN5HD6kWxrRZg+GaLfmI9qs+Yg2ezBEuzUf0WbN53GwWYtV\nJW2Ky5cvU1NTI3ypVqvVPPHEEw91UXdj/fr1TJ06lezsbBISEhptGwAwY8YM3Nzc9I7dunWLFStW\n6B1buHAhYWFhXLt2jZUrVwqtDQoKChqMvZNNmzbRoUMHAgMD0Wg0lJaWAmBqaoqJiQn5+flCoZN6\ndDodOp1OEBpbt26lffv2BAYG6vXxu73X1uDBg3FwcECj0fDNN9/w3nvvNbmmXbt24ejoyODBg++6\n9npWrlzJk08+iY+PD9988w2vv/46ZmZmLF26lFmzZgn2eJC13IvIyEjKy8ubfA8Bjh8/TllZGSEh\nIWRmZqJQKLh58yZZWVnIZDLhWltbW95++22hAmE9OTk5rFmzRu9YdnY2O3fu5J133qG6upqPP/6Y\npUuXNnp/rVbLwoULG9jifsgbPODeg0T0yPurF/AI8r+22d2q61ZWVrJ7924hL7CoqIiYmBjGjh0L\n1P2t7d+/HwsLC6RSKS+88IJw7c6dOwkKCsLR0bHRa6Eu9Hvbtm2MHDlSaFhfXxCtT58+ehVI09PT\nSUpKElraiIiIiIiIiDSPewrDL7/8klmzZgnFTLZt20br1q0BuHDhAt26dWsxYZiVlYWlpSWurq5s\n3LiR4uJivdDGN998U2hU2ZiH53ZvUlpaGps2bSInJ4fFixczZMgQ+vTpIxRGqG9VkJ+fz65du5DJ\nZOh0OoYOHSpUzjQyMhLmTE1NZdOmTdja2uLu7s6FCxeQy+Wo1WqhT9+//vUvUlNThYqXxcXFyOVy\nLly4wPbt24UwyenTpwuiNi0tjfHjxwN1otzIyIgbN24Adf307vSQGRgY6DV/vxdTpkzhp59+on37\n9gwdOpT4+Hjc3d1xdnZuIISau5a7kZ+fz759+3Bzc2sQniqRSFi4cCFSqZQ+ffqwatUqNBoNcXFx\nODg4cPz4cT744IMG3mK5XI6/v7/esfqeZrdz4MABoSKhgYFBg0I9t3Pw4EFsbW1xcnK6rxYVIiL/\nFJRKJfv27UOtVgNQUlLC0aNH9XJy8/LyePLJJ/UEHEBiYiLW1taCKGzsWoAzZ87g4+MjFJU6duwY\nAQEBdOrUie3bt+Pp6YlEIkGj0RAdHS3MJyIiIiIiItJ87vkt9+rVqyxZsoT33ntPKCDyxhtvADBv\n3jzh5/81Go2G1atX07VrV65evYqlpSXvv/8+ZWVlmJubExYWJohCqOvnFxAQoDdHYmKi8LO7uzuT\nJk1iwYIFvP/+++Tm5rJ582aSk5MBBO+fo6Mjb7zxBlKplM2bN3PixAm2bduGgYEBeXl5XLhwgRs3\nbuDj40NAQAB+fn6kpqby9ttvExkZyeTJk1m1apWwC+7t7c3s2bO5cuUK1dXV2NnZUV1djUQi4caN\nG4wYMQK5XI5Wq2X69Om0bduWuXPn0r17dzIyMjAxMSEiIoKUlBTee+89XF1d9Z5RqVRSXV19XzYt\nLS2ltLSUl156idLSUlatWoWLiwtarZba2lrCw8OZOXPmA6+lKRQKBV999RXvvPNOo5VQZ8+eLQh7\nqVTKm2++SUFBAX379kUikfCf//yHyspKKioqMDY21nvf7xSGx48f13tdWFjIsWPHGm3zcSfJyckc\nOnSITz75hLi4OI4cOcK8efOaHB8VFUVUVBQAn3322T3nFxF5FLj97+t2lEol06ZNY8OGDdjZ2WFk\nZMT//d//8f333wvXFBUVkZqayokTJ+jZsyf9+vWjqqqKmJgYnnjiCRQKBd7e3o1eW1hYSFxcHAMH\nDqS6uprWrVuTl5fHmDFjMDIywsXFBalUiq2tLQcPHiQwMJDCwsIm13snMpnsvseK1CHarPmINnsw\nRLs1H9FmzUe0WUPuKQzt7e2ZNm0ay5cvZ+7cuS2xpkaJjY0Vdo0PHz7M5MmTKSkpYfv27bz88stC\n0ZCEhAR27tyJRCIhJiamwTwfffQRM2fOxMjIiPXr12Nvb09sbCwajYY2bdoI3s8DBw4AdYJ0xYoV\nzJw5k5ycHD744ANUKhXGxsbs2LGD9u3b06VLF1JSUoR7VFRUUFZWRk5ODmlpaeTk5KBUKikpKcHa\n2pr169czZMgQqqurhdBSABsbG5YvX867776LTCbDw8ODjz76iMTERA4dOoSVlRVTpkzB1NSUdevW\nIZfLGzxfTk4O1dXVDBky5J42LSkpITY2FnNzcwYPHoyPjw9z5swB0GvzIJVK72st9VVDm8rHqz+f\nmppKSEgI+/bt49dffxXOT5kyhXbt2gnPFR0dzYEDB+jevTsuLi7k5eUhkUhQKBScOHECrVaLu7u7\n8Eft4OCg15oCwNLSUu/1pk2bMDIyYseOHcJGQWZmJqGhoWi1WgIDAxkxYgRZWVmsXLmSd999F0ND\nQzZv3szs2bPvas8hQ4bcl91FRB4l7pV/oVarhTE1NTV6r318fPDw8ECr1fLjjz/Stm1bzp07R7t2\n7Wjfvj2///47hYWFtGvXrsG1+/bto2fPnri7u7Nv3z769++PVqulvLyc8vJyJBIJOTk53Lp1i8zM\nTAYPHkx2dvZ954s8DrklLY1os+Yj2uzBEO3WfESbNZ/HwWZ/SY6hu7s7wcHB/PTTTw/15s0hODgY\nR0dHEhMTmT17NpcuXcLMzAypVMqlS5cE72DHjh0ZOXIk8fHxdO7cmejoaIYOHSqEO3l4eGBtbU16\nejovvfQSmzdvZsiQIaSkpLB//35qamoAqKqqAurCE0NCQli+fDlGRkaUl5ezevXqBj3tJBIJsbGx\nnD9/HldXV44dO4aLiwvHjx/H19eX33//nc6dO1NTU4Ovry9dunTh4MGDgndOIpEwcOBATExMBGFV\nL1gqKyvp0aMHQUFBrFixgrlz56LRaBqEQFZVVVFVVYVEIqG0tLSBKLoTd3d3KisrSU1NRa1Wk5iY\nyOLFi4E6QXx7RdH7Wcuvv/5KREREk+GWGo2GqVOnCuLp8OHDLFu2DIAff/xRCCOrbyw/aNAg4T0P\nCgoS5rl27ZpeX7OcnByioqJwcHBotGLrTz/9RGBgIIaGhoLArL9epVLx6aef6oWzpqam8u9//5u3\n336bNm3asHr1akaMGIGnpydqtbpRQS4iItKQtm3bCj1CbWxsKC0t5ebNmwwaNAhzc3N8fX3JyMig\nXbt2Da69efMmw4YNQy6X4+XlRU5Ojl7BKJVKhU6nIzo6WtyQEREREREReQg0KQyrqqqE5vU6nY6j\nR4+iVqv/skqLUqlUEAxVVVVs2bJF8OAYGxuzYcMGIQTxTo9VfHw8Tk5OxMfHM23aNCQSiZAnuGjR\nImQyGb6+vixbtkyoxHl7z7xOnToRExODsbExlpaWWFtbc+XKFb176HQ6goKChFDS/Px8bGxsMDc3\np7q6muzsbEG8BgQEoFKpCAgIQKlUkpmZyciRI0lKSsLb21tYv7u7OwsXLiQxMZHExEScnJyQSqVk\nZmaiUqkaCMPIyEj69++PjY0NW7ZsaVaYr5WVFatWreLLL79k4MCBKJVKgoODhfP3s5axY8fqFY54\nEDQaTZPVQhcsWIBMJqOmpobQ0FDkcjnz58/HycmJsWPHcuHCBdq0aUNJSQlXrlxhzJgxaLVaNBoN\nxsbGGBoa4u3tzfnz5++6Bnd3dxYtWoSNjQ0HDhzA2tqaQYMGkZWVxdatW++70f3dinaINM7jsHvX\n0vxdbabT6di8eTMTJ05ErVZz8+ZNrKyssLa2RqFQYGtrS35+foMep/VYW1tTWlqKnZ0d+fn5eHt7\nY2dnR15eHs7OzkIbmpKSEvbv309tbS2lpaWcP3/+ofVkFRERERER+SfRZA3+5ORk5s2bR21tLceO\nHcPb25sPPviA2tparly5QlJSEtXV1Vy5coWW7nixatUqJk6ciImJCQDdu3enqqqKy5cvC2MuXbrE\n3r17qampYfDgwdTU1GBqaqoXS3z69GmSkpL47rvvqKioYPHixSiVSuLj4/n++++FcZmZmSiVSqqq\nqrhy5Qrjx48XhGU9Op2O9PR0Lly4gE6nw8DAgIsXL3L69OkGQmTt2rVUVFTwww8/4OnpybVr14T1\n/fvf/75rQ/Xp06fTunXrBsLw2rVrxMfHExISQs+ePamoqCAyMvK+7Jmbm8uyZctIS0u77zzBu63l\nflEoFCxcuJCFCxdy6tQpdDod5eXlDYrn5Ofns2LFCoyMjAgNDWXp0qWEhoYKXmCZTIa5uTn79+9H\nKpViaGjIqVOn+Oqrr1i+fDkJCQkYGhoC3FeLCgMDA2xsbIiOjqawsJAJEyYA0KZNG0xMTIiNjW32\ns4qI/NOQSCT07NmTDRs28PPPPzNw4ECMjY3p1asX58+fZ9OmTXobZncyYMAADh8+zE8//YRarcbb\n25tu3boRGRnJgQMHMDQ0xMLCgv/7v/9j0qRJjBgxAg8PD1EUioiIiIiIPCBNegw7d+5MaGgoK1as\nIDc3lxdeeAGZTEZQUBCbN2/GyckJLy8vDhw4QLt27VqkWmO9F2/SpEk4OzuTl/ffQu1vvPEGpqam\ngnhzcnIS8lnUajUJCQnY29vr9aQ7fvw4Y8eORaFQYGhoyLRp09BqtWRlZaFQKPj9999xd3dn/fr1\nvPPOO+h0Og4cOECHDh0A9ASxTqfDysoKR0dHtFotOp2Ot956CwcHBxQKBRs3bgT+W9TGxsZGWMfc\nuXOpqqri5MmTDBgwgOTkZPz8/EhPT9cL36y/DhBybABOnDhBREQE8+bNE+Z88803+fTTT0lNTeXF\nF19sst+jQqHg4sWLhIWFsXXrVp555hlKSkrQ6XRcv36dlJQUnn766fteS3OYPHkyAwbUtXS4ceMG\nFhYW5OfnY2ZmJoy5desW8fHxfPrppyxfvlwIdb2TCxcuYGhoyOrVq/H396d///564abNZefOnURE\nRNC+fXs+/PBDqqqqhDDjK1euEBgY2KL9KUVE/q7UV3Ju7HXHjh3p2LGj3nkLC4sm/zZvv9bOzk7I\nHa/H2dmZMWPGcPPmTby9vfXOWVlZMXz48Ad6BhEREREREZF75Bg6OzsTGhrKF198QXR0NCEhIQQH\nB7Nv3z693nwtRX1YoLOzM7m5uXzyySeMGTMGQAhH0ul0eHl5MWzYMKytrcnMzCQ+Pp6goCCMjIwI\nDw/ntddeQyKRUFFRgbu7O46OjixcuBATExNUKhXe3t68/vrraLVabty4waxZs4R8vfo+XLt37+bi\nxYtCv8D27dvTvn17Ya3ff/893377LXK5HI1GI+S+GRoaMn36dADMzMxYuHAhhoaGKBQKgoKChPm0\nWi2enp4sWLCA69evC6GrMTEx/Prrr0JOzo0bNzh37hwfffSRUJwH6nopfvTRR+zevZvy8vImhaGf\nnx9vv/02O3bswMnJCR8fH1JSUvj222+RSqW8+OKL972W5lIvCgFcXV1ZuXIlly5d4qWXXhKOd+vW\nDQcHB5ycnDAxMWHhwoXCufqfCwsL2bRpEwsWLEAikbB//34SExO5ePEiKpWK8vJyhg4dynPPPQfU\nFciob3BfW1sreB5vp3PnzrRu3Ro7OzssLS0xMzMThOCuXbvIzc1t8MVURETkf4+1tTXW1tZ/9TJE\nREREREQeOyS6+4gDrays5NSpU0KC/8yZM/n222//8p5u9c3gW4KYmBi9nLvbPY8tSUVFBVqttsm8\nnAclLS2tQXhsS6/lz9i0rKzsvtdRUVEh5JL+L/mr8nEfZf6u+XJ/Z0SbPRii3ZqPaLPmI9rswRDt\n1nxEmzWfx8Fmf0lVUjMzM72qb/UFW/5qWkoUQkNh2JSAycvLw9bWFp1OR3V1dZOeugdBo9FgZmZ2\n17DN5ggkQPCcNVcUAnriSqVSodFo/lR45d1E4e1irqioqEHfmeY+c2FhIfb29g+20Pskb/CAew8S\n0SPv3kNEuHdhI4VCwZEjR6ipqcHZ2Zm+ffuyZ88eqqqqcHJyYtiwYSiVSvbs2YNWq0UulzNq1Cgu\nXbokRATU1NTg4uJCcHBwg2uhbsNw9+7dTJ48We/eO3fuJCgoSGw2LyIiIiIi8ojxQOrOwcGBy5cv\nN1k04G6cOHGCHTt2NPgif+PGDdavX693bM6cOQ2E1Y0bN1iwYAFt27YF6voW7tixQwjZrBesGo2G\nl19+GXd3dwB++eUXOnXqhI+PjzBXREQETk5OJCUlMW3atGY/S2OsX7+eqVOnkp2dTUJCAjNmzGh0\n3Ntvvy3k6NWTk5PDmjVr9I5ptVquXLlCTk4OpaWluLu7Y2RkROfOnRudd+nSpbz77rtNNuysqKhg\n1apVvPfee0ilUpYuXcqMGTP02jzk5OSg0WgAOHv2LGq1mr59+wJ1BSXqbZ+VlUVlZSUSiYT09HSS\nk5MJCQkB6kTe7aG1jTFjxgzc3Nz0jt26dYsVK1boHVOpVCxbtkzIoaxvk3GnCN22bRuDBw/GwcEB\njUbDN998w3vvvdfgvpGRkZSXlzf53gBs2bKFUaNGYWpqik6nQyqVEhYWxqJFi/4yb7GIyP0SExND\nnz59cHV1JSIigoSEBPz8/PDz82PPnj3k5eWRl5dHjx498PDw4NChQ6SlpdGtWze6desG1LWT8ff3\nb/Raa2tr9u3b1yAMOzExEWtra1EUioiIiIiIPII8sNvvu+++Y9WqVc2+TiqVMmbMGCG/rLKyEqlU\nyldffdVgrJWVlV5/OYDw8HC9CpidOnWiU6dOQF07g7CwsAbzqNVqDAwMKCws5Pr166SlpWFpaUle\nXh5Xr17FxsaG7OxsWrdu3eznuZ2srCwsLS1xdXVl48aNFBcX663/zTffFASbXC7H399f7/ri4mLh\n5+rqar755hvKysowMzNjxIgRVFRUIJfLiY6OpqioSMhHXLhwIcbGxmg0GnJzc/XEpUajYfDgwfTr\n1w+tVouZmRnu7u5kZWUhl8sxNDTE3t5eLyw3LS2NiooKpFIpN2/epLa2lqtXr6LVapHJZIIwLCsr\nE9ackpKCnZ0dBQUFAPdVpbQxcXWnJ3rjxo0kJyej1WoJCwtDpVIhlUr5/PPP8fT01MtHTEtLY/z4\n8QBcvnwZIyMjbty4AYCjoyMymYz8/Hz27duHm5tbg98tiUTCwoULkUqldO/enf379zNo0CDWrFmD\nVColJyeHpUuXotVqmTVr1kMP5xUReVgUFxfj5OQE1OUbGxkZUVhYiFKpFKIKnJ2dhfFVVVV6Gy3l\n5eVUVVXh7OxMcXFxg2slEgkjR47kl19+Ea6prq4mOjqarl27kpmZKXxOiIiIiIiIiDwa3FMYLlq0\niKysLOG1RCJh/fr1Qvn/5lJfWfTLL7/kjTfe4NixY8hkskbDI6urqxt8eb9x4wbPP/98o3M3FVp6\n9OhR4uLiMDc3x9DQEBsbGzIyMmjTpg2tW7cmPT29WW0aGkOj0bB69Wq6du3K1atXsbS05P3336es\nrAxzc3PCwsIaePHuFIbHjx8XfjYyMuL999/n2rVrJCYmEhAQQGpqKgYGBrz55pukp6cLnqv6Sp3f\nf/+9IAIbIyoqihMnTiCRSDh58iRQJ77DwsJwd3dn6tSpQJ1HODY2FolEQnFxMTqdjsrKSnQ6nRBG\nVn/tr7/+ioGBAVlZWbi4uJCeng5Ar1697mmzTp06NfA6JyYm6r2eMGECV69excDAgKtXr1JVVUW3\nbt3QarV4eXkBdb9T06dPp23btsydO5fu3buTkZGBiYkJERERpKSk8N5772FmZsZXX33FO++8Q9eu\nXRusp74PplarxcfHB19fX65evUqHDh2QSqUUFBQIFWkrKioaCMOoqCiioqIA+Oyzz+75/CIiD8rt\nnyUymazBZ0u3bt2Evp5ZWVkMGzaMAwcOkJSUhKurK25ubsLnZUZGBrW1tXpRCGfPniU4OBg7Ozv8\n/f2bvFYulwv3PnjwIF26dGHQoEFERkZibGyMn5/f/9oUD0xjdhO5O6LNmo9oswdDtFvzEW3WfESb\nNaRJYVj/n7xSqWTDhg3MmzePpUuXCh65B2lPAHXeO7lcztixY1mzZg1qtZq3336bs2fPNhhrbm6u\nV4US6jyG9VRVVbFs2TLBy5SVlUVYWJjwWqlU8tZbb5GTk4O7uzudO3fm3LlzeHh40Lp1a1xcXNi+\nfTseHh5/OjQwNjZWqAp6+PBhJk+eTElJCdu3b+fll19uUHbdwcGBTZs26R2rr3wKdSGye/fupaqq\nioqKCtLS0igsLOTMmTNYWVlRW1vLU089JYR9nT17lrNnz3Lz5k2OHj0q2Kd9+/a8/PLLAISEhAih\nnjExMQB6eZMA2dnZnD59Gg8PD6DuC6hOpxOeLTExERMTEzw8PEhOTiY4OBiVSkVpaSkDBw4U5tFq\ntZSUlDRaPTAhIYGdO3cikUiEddzORx99xMyZM4VwtMbqI9VvMECd59HDw4OPPvqIxMREDh06hJWV\nFVOmTMHU1JR169Yhl8tJTU0lJCSEffv28euvvwrXT5kyhXbt2iGXywE4duwYhw8fpnv37gwZAJMK\nBQAAIABJREFUMoRLly7RoUMHrKyscHBw4Oeff9bLua1nyJAhjR4XEXnY3J4s31jyfJcuXcjOzubY\nsWN06NCBvXv3MmTIEIyMjDh79ixHjx6lS5cuVFdXs2vXLkaPHi3ModPpuHr1Kj169KCoqIj9+/c3\nei3UfZ7XX5eens6gQYNQqVR4eHiQkJDwtw4pfRyKDrQ0os2aj2izB0O0W/MRbdZ8HgebtVjxGYVC\nQWhoKFVVVQ/1hkqlEnNzc9zd3bGzs6Ompga5XN7ol//6vnFNYWpqyqJFi4C60KmffvqJVq1a8eyz\nz+rlzD399NOcPXsWGxsbbt26RV5eHs7Ozly5coVbt24xfvx4srKyaNOmzQM/V3BwMI6OjiQmJjJ7\n9mwuXbqEmZkZUqmUS5cuCZ6xnJwcoqKicHBw0FtjPT/99BOBgYEEBAQQEBBAYmIiiYmJjBo1ilOn\nTqHVanniiSf48ccfBVF47tw5tmzZgr29PU8//bQwV31eYj1LliwRxE9RUREajYYTJ04AdXl89TmZ\nU6dOZf78+XqN5gsLC6mpqWHq1Kl4e3ujVqvx8vIiOzubU6dOMXPmTGQyGb/88guenp507twZExOT\nRm3VsWNHRo4cSXx8PJ07dyY6OpqhQ4cK+UoeHh5YW1uTl5fHunXrhLBUtVqNTqcT+lfu2bOHqVOn\n0rp1azIzM/X6LAYFBQm5iBqNBiMjI6Hx9eHDh1m2bBkAP/74IyqVCvivx3nAgAHY2dmRmppKeXk5\nrVu35uTJkxgZGeHp6cnkyZNbpKqpiMifwdHRkbKyMkaOHMmePXsoLCzExcWF3Nxc3N3dqa2tJSIi\nggEDBuhtSmVnZ+Pi4iJs/imVygbXNoa1tTUKhQJbW1vy8/PFUGsREREREZFHjCaF4YQJE3juued4\n//33iY6Opry8nOjoaBQKBdHR0VRVVREdHY1GoxG8UPdDbm4uHTt2pKCggKysLGprayktLcXY2LhB\nnktRUVGDhuY5OTmNhpKePXsWf39/MjMzG5yrz7XJycmhoqKCNm3acPjwYYyMjHj66afZuHEjffr0\n+VPCUCqVCsKiqqqKLVu2MHv2bACMjY3ZsGEDs2fPxsnJibFjxwphXiUlJVy5coUxY/6fvTOPqqpc\n//iHw2FGZBIQEBlMRUDFAXFOw/E64lTgmKWlpaHlTc2UTMXbvZqWmppampqmiRRO4YQTouIEhDKK\ngMg8c4Az/P5gnf3jCCh402u6P2u5PMO733fvhwPrPPt53u/XV/Bp1NfXJy8vj9u3b3Pjxg2SkpLI\nyclhwIABXL58md9++03wDkxMTCQsLIx58+axZcsWIfGD2vv1Fi9eLDxesWIFJSUlzJ07t84kR6FQ\n0L9/f43XIiIihEqdSqXi1q1bnDhxAolEwo4dO4DqltqIiAhSUlIYNWpULXEZdawerdDeuHEDGxsb\nbty4wdtvv42WlhbNmzdn4cKFaGtrC/6EFhYWeHt7C+eojrmjoyNLliwREmkbGxskEgn37t2jsrLy\niXse5XJ5nVXwpk2bEhsby/Dhwzl48CA2NjZIpdIGCdA8STlSpDYvw927F4XLly/j5eWFjo4O3bt3\n58iRIxQWFmJnZ0e7du24efMmmZmZXLx4kYsXL9KpUydcXV1JTk7W2G9d17F10a1bN44ePcrFixfR\n0dFh9OjRz+tSRURERERERP4CHrvHUC1OkpubS1VVFbm5uVRWVpKbm4tcLheqSI1B7e22bt065s6d\ny8OHDzl48CDNmjUjISEBe3t7zM3NycrKwtHRkU8//VTj+JqtpGry8vI4deoUy5Yt00gMc3NzMTMz\nE77A29raMmbMGIyMjPD39+f8+fMMGjQIfX19jTbI/5aNGzfi5+cnVMw6d+7MH3/8ISi5GhsbExoa\nyuzZs9HV1eXSpUskJyejUqno378/PXr0oKCggNzcXF577TWaN2/O+PHjkcvlbNy4ERcXFyE5dnFx\nYeHChWRlZZGZmcnhw4eF8ygrKxP2xKlRqVTs27cPJycn2rdvz/Lly5k5c2YtuwptbW2NJFP9mjoR\ny8nJwdjYmAkTJnDlyhUhUS0vL8fc3Jz27ds/MXG6efMmqampSKVS3njjDaKiojA0NNTo9960aRMl\nJSVoaWmRkJCAQqHgzJkzqFQqdHR06lQdVTN9+nRMTU1rJYYFBQVCi3JWVhZdunShuLhYo0IK1Z/V\nn3/+mYcPH7Jz504SEhJYs2YNCoWCnj171mrDFRF5kejdu7fw2NbWtpYKb00F0pqohcEed6waf39/\n4XGTJk0YP378f3PKIiIiIiIiIv9D6k0Mr127RnBwMCqVinHjxhEVFcW4ceOIjY1l3LhxXLx4UVCA\nbCgpKSno6upiY2NDQEAAlpaWWFlZ0axZM9LS0ti1axdt27Zl+vTphIWFCZWhmigUCo3KTn5+PqtX\nr8bPzw9DQ0O0tLQoKirCysqK/fv34+3tjaenp+DXFxkZibOzM6ampnh4eHD79m3u3LmDoaFhnes1\nBnU1zd/fn+bNmwstjwCzZs0SqqFRUVHo6uqyadMmPDw86N27d60vVM7Ozjg7O3P79m3i4uIoLS3l\n4MGDSCQSLC0tSU1NJS0tjR49egjHvPbaaxqJdGxsLNeuXRPO7dKlS/zxxx906tSJESNGADBt2jS+\n/vprLCwsmD59ulDhy8vL4/jx4xrn9PDhQ+Gxra0ttra2XLhwgRYtWgh7joqLi0lLS6NPnz71xqms\nrIw///wTGxsbWrZsyZUrV6iqqiI6OppmzZppVOM+/PBDoLoibGlpia2tLSUlJfj6+mpURJOTkzVa\nSQHBDqS4uFjjMzNx4kThy296ejpNmjQhMzMTIyMjYUxpaSm3b98mMDAQCwsL9u/fj5eXF7GxsYwf\nP/6F3jslIiIiIiIiIiIi0ljqTQzv37/PBx98wJo1aygrK0OpVAr/Py2FhYWMGjUKXV1djaqQjY0N\n1tbWxMbG4uPjQ1ZWFjdv3tRIlqqqqoQqj9rbMCcnhy+++AI/Pz+MjY25e/cuXl5e7Nq1C4VCga6u\nLvn5+ZSUlFBVVYVcLqd58+bY29uzY8cOmjZtSmlpKYGBgU8lPqOuoqpbVdWtoM2bNycjI4Mvv/wS\nX19f4P8N2LOzs9m1axefffaZ0B4ZExPD9evXKS8vp6ysjEGDBjFmzBiuXLnCnj17eOutt9i0aRNd\nunRh8uTJrFu3jlWrVmlYNTz6c0lISOCbb75h0qRJVFRUUF5eTmVlJXPmzNHwT2zbti1r1qwhKipK\nYwOrnZ0dn332mfBc7RdpYWEBVN84aNOmDQqFggsXLnD79m2guiWzLsGZmujo6ODi4sLgwYMxMzMj\nOTmZqKgo+vTpg56eHhs2bOC9995DpVJx4sQJbt68iYuLC2+//TYSiYSIiAiWLFmCk5MTw4YNw8bG\nBmdnZz777DPu3r0rGHSfOXOGX3/9VahmqqlZEcnMzGT//v3ExsZqxFMqlTJjxgyysrLYtGkT3t7e\nvPHGG7i6urJhwwbmzJkjKlmJiIiIiIiIiIi8NGip6lJ9qUFQUBAPHz5EIpGgUqlQKBSsW7eOgIAA\n1q5d+8xOrKZZvZq69nWVlJRgYGDA5cuXSUtLw9fXl4KCAmbPno2+vj62trZMmDCBjh07NtgAvaGc\nPn2aiIgIFi5cWOf7NffA1UTtBfYoISEh3LlzBxcXF/T19YmIiGDIkCF0794dqBaIqaysZO/evbi7\nu9OhQwfWrl0riLYoFAqNPZkrVqxg6tSp3L9/n+jo6FrtYImJiezevVuwHsnOzkZbW1tIHCsqKvDz\n86NFixY8fPhQ+Hk0b96cBQsWsHLlyjptSxob5z179mBtbS34MtZEnYAaGxtz/vx5UlNT8fPzQy6X\nExMTQ9u2bUlLS6vzOtQxVigUwnVkZWUJPxP1dXz55Ze12kjV8Zs4cSLp6enExsYK8avrs1kX6rZp\nkYYj7jFsPGLMng4xbo1HjFnjEWP2dIhxazxizBrPyxCz56ZKqubRPX5q1EqOz4q6vnjXVdXLzs5m\n+/btaGtro1QqiY6OxtfXFy8vL+bPn68xtiEG6A2lqKiIn3/+GRsbG4KCggRrBpVKRWVlJUuXLq3X\nV7E+tT53d3eKi4uJjo7G2NgYa2troRoJ1e2Se/bswdTUlPj4eIqKitDS0hLWqdkumZqaStOmTbGz\ns2Pnzp3k5eVpeEJ+8MEHuLi4MHXqVLKystDS0uL69evo6+vj6uqKSqXCwcEBKysrHj58yPnz59HW\n1ubSpUssWbKE7OxsVq9eLcw3b948oRWzsXHW1tauMzGD6v2Z//znP1m9ejW6urrCsUqlkpYtW6Kn\np9eo6zh37lyt61ArlNa8DnX8WrZsyZ49e+qM35Mqhg/e6PvY90Vq8+DJQ14aniROJJPJCAkJoays\nDBsbG15//XWN5zU9RUtLS9m3bx9vv/228PzQoUNMnDgRqO7W+P3339HS0sLMzIzBgwdTUlLCzp07\nhQ6M0aNHY2hoWOtYERERERERkVeDJ2ZCWVlZWFpa1krKPv30UwoKCigpKalTefJ54eTkJCiKpqen\nY2BggLOzM6dOnRKSVy0tLWbMmPFEA/SGmtzL5XLWr1/PkCFDGDVqFFCt+FlfEt0Qrl+/Tnh4OD17\n9kQulzNlyhTu3bvHTz/9xOjRo2nXrh1t2rShc+fOuLi44OrqSlVVFRcuXGDkyJEAwp5AuVzOpk2b\n8PT0JC4ujqZNm/LJJ59QVFSEsbExgYGBQlJTXl5OXl4egKDKmpubi0qlEvbRWVtb065dOzw9PUlN\nTRWUQ3v37o1CoWDlypUYGRk12Gj+0TjLZDLKy8vrjY26qK3em7h69Wru3bvH2LFjBeXUv/I6GhM/\nEZFnRXR0NG5ubri5uRESEsLVq1c1nqttdwBBIRqqf59+//13oZMAqlV/Bw0ahKWlJfv37yc7O5v8\n/Hy6d++uIUBT17EiIiIiIiIirwZPTAw3bdpETk4OrVq1Yu7cucLrpqamrFy5ks6dOzN27NhnepKP\n4+TJk5w9exapVEpWVhYWFhbIZDKSkpLYuHEj8fHx+Pr6NsgAXb1Pr779hur38/LyeO211ygoKCAo\nKAiobhtctWoVCoWCLl26aNzNfxKnTp3iwoULSCQSdu/ejVKpJC0tTXh///79dO/enUGDBqFUKtmz\nZw9mZmZ4eXmhpaUl+Pupzy88PFwwpD9x4gQTJ04kPz+fn3/+mWnTpuHn5yfMbWtrS1BQEC1bttQ4\np9TUVDZu3Cg8v3HjBjExMdjb25OVlcXo0aOZPXs2a9euFeZrqNH8o6SlpVFeXl7LHF4mk3Hr1i3y\n8vIIDAxEqVRibW3N1KlTOXTokMZeyb/yOhoTPxGRZ4WBgQHZ2dnIZDKKiopwcnLSeK7uPIiPj0dH\nR0eo2GtpaTFy5EgOHjwozFVzX215eTkGBgbExMSQkpLCzZs3cXZ2pm/fvnUeKyIiIiIiIvJq0KDe\nyW+++Ya8vDxKSkooKCggOjqaa9euMXr0aLy8vJ71OT6W/v37069fPyIjIykqKsLHx4e8vDzi4+OZ\nOHEi27dv54033mDPnj1PNED/9ddfCQ4OrrelVC6XM3XqVHx8fJgwYQKBgYF89tlnaGtrs3jx4nr3\nGjbkGvr378/58+eJjY1lxowZbN68mZkzZ9Ya6+Pjw7Bhw9DS0uLAgQNMnjwZR0dH1q1bR+vWrQF4\n/fXXsba2JiYmhjlz5nDz5k2MjIyQSCTcvHmT9u3bC/NJpVK6detGeXm5cPyff/6Jt7e3RoI8adIk\nAgICmDx5Ml27dqWyslLwXKwp7tIQo/malJWVUVZWhpaWFoWFhRpG2zk5OaSnp2NmZsbSpUuJjIwk\nJSUFQ0PDWvs0/8rraEz8ahIWFkZYWBiAcMNARKQ+nlR19vDw4OjRo8TGxmJnZ0eHDh00ntvb26NS\nqThw4ABTpkxhx44dGnPq6OjUWuPGjRvY2dnh5OSEQqFg+PDh6OrqsnnzZiorK4Vqfl3HvmxIpdKX\n/hr/asSYNR4xZk+HGLfGI8as8Ygxq029iWFwcDAVFRXIZDKguqqlNrY3MDDg3XffrdMD63lz584d\ndu/eTWlpKQqFgnPnzuHt7a1hPQANM0AfO3Zsg6qf6spcXYboNd9vqNKpUqnk2LFj/PLLL9jY2LB8\n+XJSUlLIysqipKSErl27CuelbpHV0tIiPT2d+/fv4+TkRMuWLYW9hhKJRHhcVlbG7t27mTNnDgD6\n+vrs2LGDOXPmEBwcLKiJxsXFUVJSIsS0TZs2rF69Gjc3N3x9fSkuLsbc3JzQ0FC6dOlCbGysxtjG\nxLkmR44coXfv3pibm7N7925mzZolvGdvb4+9vT1Xr14FqltKVSoV4eHh3L17l8mTJwP85dfR0Pg9\nio+PT62qp4hIfTxpw3toaCg+Pj7o6ekRGRnJypUrCQgIEJ6fPn2akpISunfvTmlpKVVVVRpzPvq8\noKCAsLAw3nzzTcGHVP27Ym5uTlJSkiDg9OixLyMvg+jA80aMWeMRY/Z0iHFrPGLMGs/LELPnJj7T\nt29foqKikEgkrFu3jgEDBjBq1CikUin5+fn88ccfHD58mNmzZ2NlZfWXnlRjaNu2LdbW1tjb2yOT\nyZBIJBgZGQnm8o+jPgP0JxEWFsaVK1fQ1dUVhEsyMjKEKpFSqcTLywsfHx+uXr1KSUnJY83QIyMj\nKSsrY/DgwXTo0IG2bdsSFBTEp59+yq1bt0hKShLG6unpcf36daRSKQUFBSiVSioqKlAoFHTo0KHW\n3Bs3bsTPz0+IR+fOnfnjjz+4desWw4YNY8CAAZw8eVLjWPXjYcOGCUnuDz/8wFtvvUVsbCz37t0j\nODiYRYsWsW3bNhYuXFgrEa9JfXG+c+cON27c4IsvvkAikXDmzBmOHDnC0KFD65xHoVCgUCgwMDBg\n/vz5PHz4EBMTk2d6HY+LX32VQzVPEhcRqc3L8Ef6r0Imk5GdnY2trS0ZGRno6elpPHd0dCQlJYWM\njAyqqqrIysqq9/dHJpNx+PBhhg4dKgg97du3j5EjR6Knp0dycrLgRSoiIiIiIiLyalJvYmhiYkJW\nVhYrVqzg9u3bXL9+nb179xIYGIiZmRnjx4/n6tWrfP3116xcufJ5nrMG4eHhWFpa0qxZM0pLSyku\nLuby5csannTQOAP0JzFw4EAGDhyo8dqiRYvqFJ+5fPkyGRkZj00Mvb29Afj55581Xi8pKSEmJkaj\nvXLQoEEMGjQIqL52pVJZ59zqRMjf35/mzZvz4MH/6z3OmjULQ0NDpFIpRUVFXL9+vVa8vv32W4YP\nH45UKiUpKQkDAwPatm2LjY0NW7ZsoU+fPjg5OeHr60tgYCBTpkzBzc2twXG+cOECwcHBLFy4UKis\nfvDBB6xcuZLExEQmTZokqCXKZDJKSkro0aMHPXr0EM5x8+bNODs7M2DAgL/8OhoSPxGRZ0n37t05\ncuQIhYWF2NnZMWbMGI4dOyY8b9euHR07dhSS6d27d9d7U+XSpUsUFRXxxx9/ANC7d2969erFnj17\n0NbWxtPTU/AoFREREREREXk1qTcx1NbWJiwsjJSUFFQqFbq6umhpaWlYFEC1xcL/Em9vb0pKSvjP\nf/7D1KlTsba25t69e9jY2JCbm0tVVRVKpbJRBuhPg7rl9lEmTZrE3r17GzRHx44dheprRUUFurq6\nWFhY0KdPH6Da+uHw4cOCgEthYSEqlYqIiAigeg+kj48P3t7eKJVK5HI5zZs3JyMjgy+//BJfX19A\n0y5DoVCQmprKDz/8oHEu2dnZKJVKtLW1cXZ25r333gOqDeH79OkjJLOdOnXCxsYGLS2tBsc5PT2d\nK1eu8PnnnwsiLwCGhoZ8/vnnHDp0iOLiYiEx9PHxISgoiEctN5s0aSLscf0rrwNocPxERJ4Vtra2\ntbxHH31eE39//3qf9+vXj379+tU6ZsaMGQ2aS0REREREROTl57EG9wsXLuS9994Tvixv27aN2bNn\nC0bzcrmc1atXCzL/fzdKSkpQKpXP9It+QkICNjY2GBsbP7M1GoJCoajTV1HditqQ1tun5XnE+Vlf\nR33xexyiwX3jEVtJG48Ys6dDjFvjEWPWeMSYPR1i3BqPGLPG8zLE7Lka3Ovo6LBp0yZ0dHSEvWEJ\nCQkcOHCA3Nxchg8fzqRJkxq1P+9F4nkka61atXrmazSE+pIaiUSCgYEBZ86ceWy763/D84iz+jqe\nFY1NCkVERERERERERET+TjxRNtPW1paZM2dqtPHNmjVL2JfVpUuXeu0d/s6UlpYKhukNRW0w/Syo\nr1X1r+LMmTPPdH4RERERERERERERkReXejM6pVKJQqGgvLycTZs20bJlS+7fv49UKuWbb75BKpUy\nb948/Pz8nouXYWlpKdOmTQNAV1eXL774Amdn52e2XmhoKIWFhbz77rsNGn/z5k0iIiIE78H6Wg8X\nLFjAv/71rzrnmD9/vrDnrrS0lL59+zJs2DCOHj1Keno677zzDkqlkqKiInbt2sV7771HQUEBcrmc\nb7/9lg8//BClUimUlS9cuEDnzp3R0tJi3759dO3alUuXLvH2228/TUheOX7//Xd27twJQJcuXViw\nYEGjjn/wRt8nDxLR4MGTh7wUPE6xViaTERISQllZGTY2NlhZWQn7dSsqKrC1tWXw4MFA9d+JnTt3\nMnnyZKKiouocd+TIEXJycnBxcaFnz57C/EqlEh0dHUaNGoW2tjalpaUcOnSIiRMnPvsAiIiIiIiI\niLxwPLbUN2nSJNq2bSs8v3XrFu7u7v9zU3s/Pz8hKSwrK+Prr79GqVSip6dHQEAAUqmUTZs2kZaW\nRqdOnRgzZgxQ7eO1Zs0avvjiCwAePnzI5s2bKS4uplu3boJXYEZGBkePHsXJyYmgoCDy8/MxMzND\noVBgZGTERx99BEBgYKAgyqNm1apVqFQqLC0tmTFjBkVFRaxZs0Z4/+HDhyxbtgyo9sSrqWT6qO+h\nVCrl1q1bxMfHC/5+wcHBWFlZoVKpWLFiBSNGjCAvL4/KykpiYmI0EsOioiLCw8MxMTHhypUrxMfH\nk5+fT0ZGhiBS01CWLVtGVVUVCoWC1q1bP3VyuWzZMuH6G8L9+/fZvn07FRUV9OnTR/hCHBkZiZub\n2zPd2zps2DCioqKIjo5+ZmuIiDxKdHQ0bm5uuLm5ERISQvPmzQXP2BMnTuDh4SGMPXXqFFVVVUC1\ngNKj4+7cuYNSqWTy5MmEhoaSl5dHSkoKXbt2xcnJiePHj5OUlESLFi34/fffhblEREREREREXj3q\nTQwlEolGUgg80bfteWBmZibYNQCcO3eOYcOG0b59e7Zu3cqNGzdQKBQolUpWrFjBxo0befDgAU2a\nNGHDhg1UVFQIxx47dozx48fTtm1blixZwsCBA5FKpaxdu5Z33nmHnj17ArB48eI6rSi0tbUJCAgg\nMTGRmJgYxo8fz8mTJ1GpVPTtW10tUiqVVFVVsWLFCmEudWK0aNEijfm8vb2RSqU8ePAAGxsbbGxs\nSE1NZfbs2URERODl5cXgwYMJCwsjNzeXAQMGUF5eTmRkJAUFBURGRmJvby/M169fP/Ly8gSvwOzs\nbCIiIgRj+MYyb948LCwsCAwMJC0tTWOtZ8XBgwfx9/fH2dmZxYsXM3DgQCQSCVeuXMHR0fGZix6N\nGzdOTAxFnisGBgZkZ2cjk8koKioSRJuKi4spKyujefPmAKSkpKCjo6Oh7PvouOjoaFxdXQFwcnIS\nbpapKSsrw9DQEC0tLUaOHMnBgwef01WKiIiIiIiIvGj87TYHdurUSaNFs2aSqP4Sdf78ebp37w5U\nm5zHxcXRrVs3AgICNNo4mzRpQmpqKjY2NsjlcgwNDUlLS6N3795cu3aNc+fOAdUVxFWrVqFQKDQq\nbSqViuPHj3P16lWKi4tJSUkhNzcXqBbpee+995BIJKSlpbF8+XIAjceFhYXCufz666/cuXMHhUJB\nRkYGBQUF3L59m0mTJnHx4kVSU1Pp2bMnV69eJS4ujpKSEsrLy8nNzcXV1RWFQoGrqytVVVXcvXuX\ntLQ0Lly4QI8ePcjNzWXHjh2kpqYK5yOVSvnoo4/Q1dVtVPwVCgWVlZVIpVIyMjLYunUrFRUVDBo0\niL59+5KamsqmTZuQSqX06tWLQYMGkZSUxObNmzE1NaWgoACorrZ++OGHmJub88UXX/DBBx8Ifoc1\nMTc3JywsjIkTJ7Jq1SoAVq5cSXJyMhkZGbRp04bJkyeTlZXFd999R2VlJV5eXowYMYKYmBiuXLlC\ndnY29vb2vPXWWw1eV03btm0FQ/AnERYWRlhYGABBQUGNiqvIq4WlpWW973l4eHD06FFiY2Oxs7PD\n3t4ebW1tIiMjef3117G0tEQul3PlyhWmTp3KDz/8oDFfzXHa2tq0aNECS0tLrK2tSU9PF8ampKSg\nUCjo0KGDcKyOjs5jz+1lQiqVvjLX+lchxqzxiDF7OsS4NR4xZo1HjFlt/naJYX0Kl3fv3qW0tJTW\nrVtz8uRJ4cu+sbExycnJdRqSd+zYkSNHjpCbm4ubmxva2to4Ojri6OjI0qVLCQwMBKqrfAsXLqx1\nvEqlYuTIkbRp04aQkBBcXFwwMDCgU6dOQrURwN7eniVLlghz1XysxtfXlx9++AFTU1M8PDwoKyuj\nVatW3Lx5k4qKCvz8/IBq0+vLly9jamqKrq4ujo6OHDt2DIAbN27g7u5O69atad26NdbW1sTExDBp\n0iSKiorYsmULDg4OQptaY1mzZg1ZWVkMGzYMGxsb/vWvfzF27FjatGnDggUL6NOnDwUFBbz//vuY\nmZmxcuVKBg0axM8//8z777+PtbW10BLbu3dvLly4QO/evZFKpfUmZ35+foSEhLBw4UJ8fX3p168f\nixYtYsOGDYwbN07wfdy1axfjx4+nTZs2fPnll0JV5NKlSwQGBmJjY9OoddVoaWkJvpFfKfNtAAAg\nAElEQVRPwsfHBx8fnwaNFXm1eZw8dmhoKD4+Pujp6REZGcnp06eFG1xdu3YlJyeH8+fP4+HhQWlp\nKSqVSphPpVJpjFMoFGRnZ6Orq0tOTg4lJSXk5ORQXl7OgQMHGD16tMa5VFVV/e2luxvKyyBT/rwR\nY9Z4xJg9HWLcGo8Ys8bzMsTsudpVvIikpqbWeq2kpITt27czf/58oHrvXmVlJVAt5KBUKuucKzg4\nmICAALS0tNi+fbuwh7LmnsFHUc8lkUjQ0dHh2rVrHD16FG1tbRITE4UvZjUTwyfNpSYmJkZojSwt\nLcXU1JTOnTtjb2/Pvn37eO2117C1taWwsBBzc3POnDmDu7s7bm5utGjRgvLycmJiYupcKyIiAnd3\nd4qKilCpVJw/fx53d3fBRL4hzJs3j4MHDwqtbA8ePGD//v2CuX1paSkAu3fvpkmTJigUCqDaZN7B\nwQGJRCJ8gL29vQkKCkIqldK7d+9610xNTcXX15eBAwfy+eef065dO6ytrWuNS09P57XXXkNLSwtn\nZ2cyMjIwMjKiZ8+eQlLYmHXV5OTkUFxc3OAY1eRxAiMidfMy/JH+b5HJZGRnZ2Nra0tGRgaOjo7c\nv38fW1tb4W9TSkoK9+7d49q1a2RnZ3PkyBGGDh1aa5yNjQ1paWnY2dmRlZWFubk5CoWC4OBg+vbt\nS9OmTf+XlyoiIiIiIiLyAvFEu4oXjVu3bpGZmSk8l8vlrFmzBj8/P5o1awaAs7MzcXFxANy7d0+o\nKj1KVlYWubm5VFZWkpycjJaWFgcPHmTVqlUYGBgQFBREUFAQGRkZwuOgoCCioqKQy+UolUo6d+7M\nnDlzkMvlzJo1CwsLC42EQ6FQkJaWJoiu1Hz86Jcyf39/Pv30U6qqqpgwYQJvvPEG9vb2/PbbbxQW\nFuLp6cnJkyd56623kEgkLFy4kCZNmmBiYoK5uTlmZma1klqlUsmtW7c4deoU/fv3x87Oju+//57d\nu3c3uBJWk2HDhhEaGgpA8+bNmT17NsuWLWPw4MFIpVIOHDjAzJkzmThxopD4WlhYkJaWhkwmE352\nhoaGWFhYcPLkyceKGW3bto3s7GyMjY2FL7VQrUyrTv6huiobHx+PSqUiMTEROzs7gFptoA1dV82J\nEycaER0Rkf+e7t27c+zYMdauXYtMJqNdu3YkJyfTokULYczEiRPx9/fH398fW1tbhg4dClBrXOvW\nrYmOjubkyZPExcXh4uLCzZs3yczM5OLFi+zevVtQMhURERERERF5tfnbVQwVCgVbt25l8eLFSCQS\nTp06RXJyMr/++iu//vorAwcOpGvXrixdupT8/Hxu3LghCL88yvjx41m2bBlFRUV06tQJd3f3OgV2\nFi1aVEt8JioqChcXFwBMTEzo2rUrc+fOpU+fPho2GqampmzdulXYy/fPf/5TQ5Vz7969tG/fHplM\nxtWrVzE3N0cikaCrq0tkZCTXrl3D1taWGTNmANXJY1FREVCdHCkUCk6dOoWRkREKhUKojsnlcg4e\nPEhiYiJmZmYEBASgq6tLz549hWrm0ygQ2traYmRkREJCAv7+/mzevBmZTEabNm3Q19fHy8uLVatW\nCUlcZWUl48ePZ8OGDZiYmGi0Ant7e6Ojo4Oenl696/n7+7NmzRqkUimurq5CxbFv375s3rwZuVxO\nYGAgEydOZNOmTVRWVtKtWzfs7OyE/YyP0pB1oboKqU6CRUSeF7a2trzzzjsar6nFrOpi1qxZQpX1\n0XF6enr4+/uTnJxMt27d0NfX11AvfRR/f///8uxFRERERERE/q5oqWo617/AVFVVERISIjzv1q3b\nY1UxS0pKuHXrFu3atWtUu2RdzJs3T8NyAqpl4l977TUOHTqEQqHAwcGBjh07EhMTQ1xcHIWFhbz/\n/vu1znH58uVUVFSgp6eHUqmkoKCA5cuXo62tjYGBAadOncLa2ho3NzfOnDmDpaUl7u7uGnPk5uay\nZ88ePvzwQ37//XecnJxwc3Nj586dNGnShNGjR3Pjxg0uXryIr68vp0+fJiEhAYDKykoqKyvJz89n\nzpw5wtyNtZH4bwkPDyc0NJT3338fR0fHF3LdiIgI0tPTgeov62pBo4aSkZHxtKf5yiK2kjYeMWZP\nhxi3xiPGrPGIMXs6xLg1HjFmjedliNlfvcfwb5MYivw/KpUKhUKBVKpZ8FUqlbW8EJ+WR+0oUlJS\nsLe3r7VmQ6iqqqq3bVUulz/VnDXJysqqt134aZDJZA1WIn0cYmLYeF6GP9LPGzFmT4cYt8Yjxqzx\niDF7OsS4NR4xZo3nZYjZKy8+87xYvHixhvdgXe2oAQEBtVQt09LS2Lx5c51zfv/997z55pv1Kqsu\nXLiQGTNm8NNPP6Gjo0NlZSW6urrI5XJGjhyJh4cHc+fOZfXq1XUmLo8mhcHBwbRq1UqoCh4+fBgn\nJ6cG+VEeP34cNzc3wZrj559/ZtSoURgbGwsJ49KlS4V9hPfv3+f7778XkrwlS5YQGBiIXC5n5cqV\nQmKYl5eHSqXCwsICqG4NXrRoEVKplOjoaPbv34+Ojo5GwiiXy5k2bVq9Fb61a9eyZMkSDA0NhfMJ\nDw/n9OnTwhw1RYPUc/7jH//Ay8uLlJQUwsPDBX/Hb775hkmTJmmI1oiIvEyUl5eTmZmJtbV1nYrN\nIiIiIiIiIq8er3Ri+PXXX+Pj48Phw4dZvHgxt2/f5vDhw0ilUjIzMwUvOvVjhUJBt27dBEsCHR0d\nPDw8NObMy8urdz1nZ2e2b9/OnDlzNF5XKBSC0XRpaSlLliyhqqqKzz77jM8//1xjrFQqRSKRcOzY\nMQ4fPqzhv5KUlMSuXbtITk5mx44d3L9/HysrK9q0acODBw9ISUlBKpViZWXFu+++i4ODQ61zPH36\nNBEREcJ1nzx5ksGDBwPVnoLfffcdn332GRKJBG1tbcHSY/ny5UilUr755hvGjBmDtra2sFeyZovq\nmTNnqKysZODAgbXWdnd3F5LYzz77TJi7Jupq3gcffCAkqE2bNmX9+vVCLP/xj3/w+uuv8/rrrwvH\n/fzzz7i5udX6eQGcPXuWnj17Ci22cXFxbN26lZKSEjp06CBYhTz6eXkSD96of1+YSN08+F+fwHPg\nSWq1MpmMkJAQysrKsLGxwcrKShCIqaiowNbWlsGDB3PkyBFycnJo3749HTt2FI4/fvw4zs7OvPba\na8JrpaWl7Nu3j7fffhuZTMaBAwdwcXHh1KlTgphVzTXVv/MiIiIiIiIirw6vdGKoo6ODra2tUL3y\n8PAQEofvv/+eVq1aYWxsTPPmzZkyZUqdczyaaJw/f77OcZWVlfTp04eSkpJaLZ/x8fFCMnbixAls\nbGxISkqiZcuW9Z67trY2/fr1Y/z48cJrH3zwARKJBBcXFyZOnMjatWtxdnYWEtnAwEBMTU2ZMmVK\nnUkhQL9+/dDR0aGiogIAMzMzysvLyc3N5fbt2zg6OpKTk4OVlRVKpZKDBw8C1e2cSqUSHR2dWq2h\n9+/fZ/369RgZGVFQUIBKpeLixYuUlpby8ccf12k/oa2tXef5nT9/nszMTBwdHZk/fz5BQUHMnz9f\nEPepyY8//khycjJQLSQTHR0tnK+7uztjx46lsLCQwsJCTExMWLFiBSYmJjg4OPDBBx+we/duDV/C\nRz8vIiLPgujoaMFrNCQkhObNmwtiMSdOnMDDw4M7d+6gVCqZPHkyJ0+eJC8vD3Nzc+7fv09paalG\nUgjVe6LlcjlQ/buqVihWKwXn5eVprPngwQPBlkZERERERETk1eCVTgz9/Pxo2rQpb731FoCgcKlu\n07xw4QIODg7o6uqyYsUKKioqCAgIwMzMDAArKyt27dqlMeejFhQHDx6kX79+bNiwgWnTpjFixAig\nuq3T09MTBwcHEhMTcXZ25v79+wwZMoSysjKCg4NxcHDg999/p1evXrUEdOryWlS/lpSUxL59++jf\nvz+Ojo7cunWLmJgYBg4cSKtWrfjll18YMWJEvSb3J0+eZO7cuQBs2bKFyZMnC3YR7dq1w8TEBIDp\n06dz5swZmjZtyocfflhvnLW0tHB0dGT27NkaFcP169ej3uJaVlbGV199JSSVqampBAYGCs9lMhlz\n587Fx8eHuLg4jh8/Tnh4OLm5uQQGBlJWVoaZmRmGhoZ8/PHHQHVCumjRIo4dO8bw4cOB6iqot7c3\ne/fuBSAsLIyCggJWr17NpEmTyMzMpFOnTqxYsYI+ffpo7F189PPyKGFhYYSFhQEI1WYRkUepWeWv\nCysrKzIzMzEyMqK8vBxHR0eaNGlCYWEhcrkcDw8PgoOD6datG5aWlri6ulJQUICLiwvbtm3D1dWV\nzMxMofoeHx9PkyZNKC8vx9LSUlg/MTGR7OxsRowYQWxsbJ1rvsxIpdIn/ixENBFj1njEmD0dYtwa\njxizxiPGrDavdGKoTvDUyZxUKmX58uUAfPfdd/Tt25devXrVOi4tLY2wsDCsrKzqFD358ccf6dKl\nC25uboSFhTFixAh0dHQ0kjl3d3c2bNjAihUrcHNzw8zMjLNnz+Lq6kpYWBiOjo4olUrs7e357rvv\natllaGlpcfbsWWJjY4XX1PYMdnZ2BAQEkJaWxvXr1zE3N+f9998nKSkJc3Nz5s+fz+M0h3Jzc/n6\n66+B6sqdjY0Nenp6hISEsHTpUiEGUVFRpKenCwbwNX0FHz3XGzdusGzZMo2KYXp6ulDxNDQ0FObO\ny8vjxx9/xMTEhOHDh2vEuLi4mNjYWBQKBfHx8QQFBREXF0dKSgrDhg2rtW59qN8bMWIETk5OJCYm\n0rFjR4qLizl06BCtWrXi+vXrdOjQQajcPvp5eRQfHx+NCqOISF08aaN706ZNuXHjBsePH8fExISy\nsjIqKio4e/Ysbm5u5OTkUFRUhFKpJCcnBz09Pe7du8eZM2cwMzOjffv2XLt2jbS0NDw9PTl69Ci+\nvr4cPHhQWFulUnH58mW0tbXJz8+vd82XmZdBdOB5I8as8YgxezrEuDUeMWaN52WImSg+84wpKChg\ny5YtxMTEkJ2dzenTp4HqvWtTpkzByckJGxsbxo4dS1RUFA4ODuTn5/Pnn3/i6+uLUqlELpejr69P\ndnY2pqamdSpyuri44OLiQnh4OP379xdej4uL4+LFi8yaNYsDBw7QsWNHzp8/T3h4OH369BHGqVQq\n+vbtq9FKqq7a6enpoaenh0Qi4fLly5ibm3P58mWg2gD766+/FpKcupg4cSIKhYLU1FScnJyQyWS1\nrsHY2BhnZ2f+/PNP2rZti0Kh4ObNm7USzsrKSlQqFR07dqy3YqgW2VETGRmJh4cH9+7dq3Vut2/f\nxt7enpycHEpKSvj3v/9NQUEBlZWVREdHU1VVxcSJE3Fycqr3+mry8OFDdu3axYABA7h48SLHjx+n\na9euWFpa4uPjw969exk3bpzgWSki8qw5f/48gwYNQk9Pj8jISG7fvk2HDh24d++e8DdALdAE//87\n9vDhQzp27IixsTFubm6Eh4cjk8no1KlTLbEqLS0tBg4cSHh4OAkJCSQlJdVas+a+RREREREREZGX\nHzExrMG9e/fYs2cPnTt3xsjIiNmzZwvv7dy5U7iDLpVKMTY2JjQ0lNmzZ6Orq8ulS5dITk5GpVLR\nv39/evToQXR0NK1bt65zrcrKSqZOnVprb1x8fDwfffSRoKIJMG3atHr33NWHOskJCAjg5MmTTJ06\nlXPnzuHu7v7YpDAtLY3jx48zZMgQLCwsCA0N5eHDh3Tt2pWLFy9SVVUFgKmpKSYmJuzZs4fevXuT\nmJhIQUEBNjY2GvsnQ0JCuH79Ojk5OUI1FuDy5cvcv3+frKws2rVrJwi85OXlcerUKZYtW6aRGObm\n5mJmZkaPHj24cOGCsHdSqVSycuVKFAoFM2bMqKUS+ySkUin9+vWjefPmODk50aNHD0pKSoiKimLv\n3r0EBATUqyL7JJ4kMiJSm5fh7t1/i0wmIzs7G1tbWzIyMnB0dOT+/fvY2toKlW4bGxvS0tKws7Mj\nIyODpk2boqOjI3QNZGZmYmJiQkpKCvfu3ePatWtkZWVx5MgRzM3NMTIywsPDA5lMhp6eXp1rioiI\niIiIiLxaiIlhDVq2bMnChQtJS0vj4MGDGonMgwcP8PLyEp5HRUWhq6vLpk2b8PDwoHfv3hrVO6gW\ncqnZXlkz2Vu4cGEtC4zKykphL5za1gHAyMio1rmqVKparaT5+fnC406dOuHl5YVUKqV169YsWLCA\ntm3b8s477zw2Bvn5+bz11lskJCRgaGjIlClT2LZtG0uXLuX06dNcunSJ9PR0xo4dy5YtW+jevTsK\nhYL79+9jYGDAsGHDqKqqQiaTATB27Fi6d+9OcHCwRqINsH79esaPHy/YQuTn57N69Wr8/PwwNDRE\nS0uLoqIirKys2L9/P97e3nh6enL69GneeecdysrK2LJlC97e3rRr147//Oc/+Pn51do76ezsjKmp\nKVKpFAMDA+7evasRRyMjI65du0Z8fDyDBg1ixYoVtG3blkmTJj11Uigi8rR0796dI0eOUFhYiJ2d\nHe3atePSpUu0aNFCGNO6dWt++uknSkpKuHfvHn5+fmhpaXHkyBFiY2NRKpWMHj1aY5/g7t27GTp0\nKDKZjODgYG7evEmzZs1wcnJCX1+/1poiIiIiIiIirxZiYlgHSqWS9u3b16oYKhQKALKzs9m1axef\nffYZWlpahIaGEhMTw/Xr16msrKS4uJhBgwYxZswYoSLo6OjIqlWrMDIyQi6XY21tXau9q2YSKZfL\nhfVqUlVVhVKpRKFQ1GolnT17tqB4euzYMdLS0igsLMTAwIDJkyc3qDXMw8ODhIQEkpOTmTBhAlev\nXmX69Ono6uri4+NDeno6Q4YM4cqVKzRr1owRI0Zw8+ZN7ty5I1T9vvrqKw21VnWSWJMTJ06QlJQk\nJL05OTl88cUX+Pn5Cefp5eXFrl27UCqVQntcVlYW5ubmKBQKAgMDGTduHF26dAHg448/ZuPGjVRU\nVNCpUyeh1U4twgHVlhvvvvsuI0eOBKr3LCqVSkaMGCHsZVy9ejV37txh//79DBgwAE9PzyfGTUTk\nr8LW1rbWDZy+fTWtT/T09PD39yc5OZkhQ4YIfztGjx5d77z+/v4A6Ovr8+abbz5xTREREREREZFX\nCy3V41RIXlFUKhUKhaKW7UJNioqKBHXO50lVVVWdexYfJSMjAx0dHSwsLGoZ378IPGrZAQhejg1F\nLpc/9mdUHwUFBbVUXp8FGRkZz3yNlw2xlbTxiDF7OsS4NR4xZo1HjNnTIcat8YgxazwvQ8z+avGZ\nFyJjqKqq4siRIwAcO3bsL58/IyODN998k+zsbD788EPOnq1/75dKpUJLS0tIOFJSUuoc97gWQ5VK\npdE2qqa0tFSoYj2OkpKSet9rSFIok8kwMjJCT0+P0tJSVCoVMpmMjIwMzpw5w9WrV584R13k5uY2\n+pi6qoUAEolEI0aVlZX1xlqNen+jmqdJCrOysur0PHwcRUVFjV5HRERERERERERE5O/EC9FKqrZU\nKCkpISsrS3g9KiqKu3fvCm1P27dvp3379kLr4KOEh4djbGwsmEGrsbKyomfPnmhrazNq1Kh6K2hK\npZIvv/ySOXPmYGpqikql4vfff6dbt2507dpVGJeXl8c333yDRCKhsLAQhUKBqakpKSkpODs7o1Qq\nGTZsGJ07d9aYf+vWrZibmzN58uTHxmP9+vVMmDDhqZUwExISOHHiBJWVlcTFxeHp6Ulqaiq6urpU\nVFRotJGlpKTg4ODApUuX6NmzJwDz5s1jzZo1GnNWVFQQFBTEwoULhZZYqFZrtbCw4KOPPkIul3Pg\nwAGN+YOCgvjoo4/qrND99NNPtG7dWkheDx06hK+vL7q6uvTu3btW5fb777+nf//+tGnTBqhdMTx5\n8iRaWlp07dqV27dvk5+fL1hpDB48GFNTUzIyMvjll1+YO3cuISEhJCcnCwqy69evrzOeq1atYv78\n+Y32unnwRt8nDxLR4MH/+gSeIU8SI5LJZISEhFBWVoaNjQ0DBw7ku+++E+xRBgwYgIWFBb/99htF\nRUUYGRkxatQobt++zalTp4Dq30c9PT0mTJgAQEREBFKplC5dunDnzh3hplDNcVVVVezatYu33377\nGV69iIiIiIiIyIvOC5EYlpWVcfDgQZYsWUJoaChDhgyhWbNmSCQSobK0Y8cOjIyMaiVbNcnJyXls\n0mdubk56erog8PIoEomEUaNGsW/fPrp160ZmZiYtW7YkPj6e3NxcpFIpPj4+mJubC557Z8+eRaVS\n4e3tzX/+8x8WL15c59wRERFAdfUyNjZWQ9xBqVQyffp0nJ2dhdf27NkjPE5OTmbr1q0NViZ1d3fH\nzc2NdevW8fHHH3PmzBn8/f3JyckhOjpaENGRy+Xs3r0bXV1djbUfbZFVqVR89913jBgxAnNzcwwM\nDIR9gJWVlWRmZgLVFTy5XE54eDgXL16ksLCQ/Px8vvnmG6C64jdnzhwsLS2Ry+XcuXOHgQMHsm/f\nPoYNG8a8efMA2L9/P71796a0tJS1a9cikUgoKSnB2NiYAwcOIJPJ0NfXR6FQsGDBAvT19fn3v//N\ngwcPUCqV/PHHH4wbN46oqCg+/PBD/v3vfwt7Mdu3b4+xsTEpKSlUVFQQEBCApaUly5Yt07jmJUuW\noK+vj1wuJyMjg82bNwvvyeVy3njjjTo9LkVEnpbo6Gjc3Nxwc3MjJCSEzMxMXF1d6devnzAmPj4e\nKysrRo0axdmzZ4mPj6dXr140b94cqFb7Vd+Eyc/PJyEhQdj726ZNG+GminqcUqkkODi43sq+iIiI\niIiIyKvDC5EYdu3aldatW2Nubs5XX31Vy05hz549ODo68sYbb2i8rlQqqaqqQk9PT3iuFnRRKpVU\nVlaio6ODRCLh/fffB2D8+PG1RF9q0r59e9q1a0dOTg4ZGRm4urpSXl7O7t27mTlzpjBuzZo1FBUV\nkZ+fj7a2NqdOnSI9PV1IMJYsWSIkcleuXCE0NJTp06ejUqnYsmULAwcO1PjC17VrV9555x10dHRq\nGbNv3769MeEEqgVy5HI57u7unDlzBqBW0iyRSLC3t+fixYt88sknrFixgqqqKlJSUli2bBkqlYrA\nwEBBqbC8vJyEhAR0dHSEqqxMJtNo/x07dixJSUl88sknrF27lgULFrB//36N2AGEhYXh6uqKRCLh\nzz//1FBUVUvuGxsbs2TJEmQyGevXr2fBggUUFRXx1VdfsWjRIiFOMpmMqVOnEhkZSU5ODtnZ2Tg4\nOKCjo0NlZSUODg5IJBLy8vJYu3Yt8+fPx8HBgd9++w0LCwuguiJ6584dmjVrhrm5uaBIu2XLFjEJ\nFHkuGBgYkJ2djUwmo6ioiKSkJBITE0lNTaVZs2YMHjwYAwMDcnJyqKysJCcnh7Zt2wrHV1VVkZyc\nLFTsjx07hpmZmXAjSv37X3OcUqlk8ODBhISE/E+uWUREREREROTF4YVIDI2MjITWRAcHBy5evMjR\no0cpLy+nvLwcS0tL7ty5w7lz54DqLzYTJkzAyspKaOmE6v1j+vr6HD58GKiu7MycORNHR0dhX9nj\nksKEhAR++ukn7O3tmTp1KrGxsSgUCpo2bYq3t7eGaXpJSQnLli3j22+/ZezYseTl5REdHc348eNZ\ntmwZ2tra5OTksH//fnJzc1mwYAHh4eEYGBiwePFivv32W06cOIG/vz/u7u7MmjWLbdu2cf/+fWGN\nlJQUXF1d+ec//9nomGpra5OYmMiBAwcEA2xtbW3kcrkg/HL9+nVcXFwoLy8nPT0diUTCsmXLhH9B\nQUFAtWehp6cn69evZ+XKlVhYWPDjjz8Ka6mrnzdu3CAkJIRevXqRmppKQkIC3377LSkpKWRlZWFh\nYcGsWbMoKCjgyJEj9OrVi5KSEvr27ctbb71V53VMmzaNli1bAvD5558L1xYYGEhWVhYbN24kLy+P\n2NhYcnNzSUlJoWfPnkRHRwMQGRlJhw4dgGpF0pEjR7J//35MTEwYPXq0kFy++eab3Lx5E29vb8EL\nMTIyksjISB4+fMjp06eB6up269atmTZtWq1zDQsLIywsDECInYiImie1Int4eHD06FFiY2Oxs7Oj\nU6dO9O/fHxMTE/bu3Ut2djZt2rQhJiaGP//8E2NjY1xcXJBKpVhaWhIREYGXlxeWlpbEx8cDMHLk\nSGJjY4mIiGDEiBEAGuPU6OjoNLpV+u+OOm4iDUeMWeMRY/Z0iHFrPGLMGo8Ys9q8EInho/To0YMe\nPXpw48YN7t69y9ixY1myZAlLliypJRxS0wvwiy++wNLSklmzZj3Vuo6OjixatIigoCCkUikBAQGs\nW7eOuLg4/vWvf2mM1dLSQqlUEhsby9WrV1EqleTm5lJT5FUul+Ps7Mx7772HRCIRqpfGxsZ8+umn\nXLt2jWbNmgnjp0+fDlSbUx84cIBevXppVBUbSmRkJIcOHcLBwYGxY8fy1VdfCUbWzZo1Izs7G2tr\nazp37oxCoeDMmTOkp6fXqlSqryUuLo5169bRr18/Hj58iL29vZCspaSkoFAoKCgooH379iiVShIS\nEhg9ejQ+Pj5IpVKCgoJYsGCBYL8RGxvLwIEDKSsrIysri+PHjxMREYGuri4FBQWYmJgwfPhwvLy8\nGDp0KN26dQOq95DWbCeOioqivLwcW1tbMjMz2bNnD3Z2dpw7d07YY9WrVy82bNhAp06d0NHRoUuX\nLnh6epKXl8fXX3/NsWPHkEgkVFRUMGTIEBwcHIDqKu/u3btp1qwZQ4cOFWKitgCpCx8fH3x8fBr9\n8xJ5NXiS8lloaCg+Pj7o6ekRGRnJnTt38PT0JCcnBzMzM1JSUoiPj8fT0xMrKyv09fUJDQ1lzJgx\n5OTkEBkZydixY8nJyeHu3bu0bdsWuVyOk5MTFy5cENavOU5NVVXV316ZrbG8DP0tAGIAACAASURB\nVGp0zxsxZo1HjNnTIcat8YgxazwvQ8z+alXSFzIxfBSJREK/fv3YuXNnvV5baWlp6OnpUVJSQkZG\nxlMFSi1kok6QtLS00NfXx9jYmPDwcOGOu5ojR44wZMgQysvLuX79Oh07dmTdunXC+zY2NgwePLje\n9dQJTmJiIjt37hTWLS4upqysjJycHM6fP49KpWL48OH1iu48iqenJx06dODbb78FqvcBFhUVYW9v\nT5s2bbh69Sr/+Mc/UCgUbN68GVdXV/Ly8lCpVCxbtkxoJbW3tweqf3FmzpzJ3bt32bFjh0bVNT09\nHXNzc2xtbenVq5dQvV2zZg0ymQyJREJKSoqQwE+YMIEePXqQmJjItWvXSEhIwMnJie7du2NnZ8eZ\nM2fo2rUrVVVVVFVV0bp1a4qLizl27Bhubm60aNFCEJRxcnJCLpcTExPDwYMH8fX1pXv37ly6dElQ\ndjU1NcXLy4tLly7Rp08f4dxmzpzJgAEDkMlkDB48mFWrVgl+h4mJiYSFhTFv3jy2bNmioQT7NEqo\nIiINQSaTkZ2dja2tLRkZGSQnJ2Nra0uzZs24e/cuPXr0ICEhgezsbKysrEhPTxfa1QsKCtDT0xNu\nnJmZmZGeng5U32hS7xt+dJyIiIiIiIiIiJoX/ltuWVkZ3333HZ6ensjlcjZu3Mj06dOFfYVQfbd7\n27ZtTJkyBV1dXTZv3syiRYs0xjSWlJQUdu3ahaenJ++88w6BgYGYmpoKyQVUJ6wDBgwgIiICFxcX\nxo8fT1JSEjt37mzUWs7OzixdulRIqq5du0ZcXJxgSK1QKITq3dWrVykpKeH111+vdz713jqAe/fu\n0axZMzIyMmjXrh137tzh+vXrDB06lLNnz+Lu7k7Tpk3Jzs7G2dmZCRMmCK2k6jksLS2FKtny5csJ\nDg5m1KhRAGzbto3hw4cL5vBqPvnkEyHRVauZPmrhoVQqyczM5MGDB4SGhgoVw6SkJHx9fWnatCkd\nOnRAqVTy448/UlRUJIj4pKamsnnzZnR0dHBzc2PcuHGcO3cOqVRKcnKyIMZx9+5doqKi6N27txAP\nfX19TExM6N27N1999RXp6en06dNH8FB0cXFh4cKFZGVlkZmZKbQmQ/Xn0dXVtUE/1yepUIrU5mW4\ne/e0dO/enSNHjgh7eidOnCjs/WvVqhWOjo40bdqUkJAQjh07hqWlJb6+vkD136sWLVoIc7Vq1YrE\nxER++uknKisrGTZsWJ3jRERERERERETUvNCJYWZmJqdPn8bf35+uXbvSpUsX9u/fz6effsqKFSsw\nNDQkPT2drVu38vrrr+Po6AjAoEGD+PLLL5k1a5aQIDQEpVLJiRMnSElJISIignHjxgniDvPnz9fw\ns1OpVEKLYfv27fH09ASqq1gVFRWPXeNRtLS0NNo41V6KamqqkV6+fJmMjIzHJoZVVVUEBwdjYGDA\nnj17GDNmDPv27eOXX36hsLAQZ2dn/vjjDwYOHAhAcHAw9vb2tdogAwMDWbp0aa3qQkFBAVFRUXTq\n1ImKigohoVWpVFy9epU///yTjh070rp1a+D/vRdrit+oVCqSkpLo0aMHcrkcT09P7OzsCAsLo0eP\nHoJnYWVlJT/88ANdunQRlEWVSiWLFy/WqOSpVCoSExPJzc2loKCA7t27o1KpMDAwYNiwYbi5uaFU\nKvn++++ZMWPG/7F3nnFRnF0fvnZZYCnSglQLCCpiVIqKorFiNNGoKfbYYhKj8TG2WGKMLRo1tmhs\nSXwSNdHEiti7Ym+IKKiIgICIdBZYlmXL+4HfzssKKBiTJ9G5PjEz9973zJldnTPnnP8BSp1LmUxG\nYmIiVlZWFTa+r1+/PlOnThW2Y2JiuHr1aqW2FxF5Vtzc3MplRBjSyw3Y29szdOjQcp81qAQbkEql\nvPHGG08dZ8DwEkpERERERETk5eUf7Rg2b96cV199VUhpBBgwYABvv/02crmc06dPs2XLFj7++GOj\nB57g4GBMTU2ZM2cOc+bMMarjexI3b95EoVCwZs0a9u7dy5YtW4Tm8MXFxSgUCr755htcXFyMmq0b\n+ow9ePCA2bNnl+ujaKAqze0PHz7Mnj17BIn5xxk8eDBbtmx54hympqY4OTnRqVMnoqOjadCgAdOm\nTUMmk1FYWIhEIkGpVAKliq8XL15k5MiRzJw5EwsLC0xMTFi/fj0ymYwrV64QHByMVqsVzr9fv36Y\nm5uzcuVKHj16JDhT165dw8LCgs8//5yDBw/y+++/C9c9bdo0VCoVnTt3pkePHmg0Gry9venQoYMQ\ncbW2tqZly5ZcuHCB119/HZVKxfz58wkODhZScq9evUpoaKhR5BZKneHevXvToUMHTp48iVarRavV\nGkVHCgoKhHTUlStXYm5uzqBBg3B1deXSpUssWbKE4cOHC607Hnfi4+LiWLNmDYMHD37qfRQRERER\nERERERH5NyHRl1VL+Zeh0WhQq9VCCuDjGPrd/ZsoKSnBxMSk0n6McXFxuLi4YG1t/VzWu337NrVq\n1cLS0hKNRmMUHczNzcXU1FRQjH0cg7rp8+ZZ5jU4cX/F+Twrqamp/+tT+NfxMqeSPiuizZ4N0W7V\nR7RZ9RFt9myIdqs+os2qz4tgs+ctPvPPeYp+BmQy2ROdwqrUGB45cqRKkby/C4NyqYGsrCyj41ZW\nVs9NOEKr1WJmZoa1tTVSqbTcvHZ2dlhZWVHZu4NnccKUSmWlqp5/Zl6pVFqlzxnutSGi+PixslHC\nK1eu8PDhQ2H7woULZGRkVPvcRET+LtRqNYmJiUZp7yIiIiIiIiIiVeEfnUr6Zzh48CDOzs60bt26\n0jFpaWlcuHCB/Px8EhMTBcdCo9Gg1Wpp2rQpb7zxBsePH2fPnj04ODiQnZ2NRCLB3t6egoICGjVq\nxLBhw4DShzKtVotaraaoqAiFQkFmZiaJiYkEBAQYNaMeP348y5YtQ61Ws2fPHqDUuXn77beFMffu\n3WPXrl1MmjRJ2Ldy5Uo++OADvL29gdJI2axZswQnuKCgAIVCIbxBUKvVDB8+HA8PD27evElUVJSQ\npiqRSPjpp5+YPXu2Ub0elIrMzJgxA4Dt27djZ2dHUFAQFhYWwtivv/66UqcRYOrUqeXmjY6O5vLl\ny4wePRqdTlcuSmlwHKtTG2pg8ODBQp2pgaysLHr37i3UU65atYrevXuTnJzMyZMnycvLQ6PR4Ojo\niE6n46OPPsLFxYXc3FzWrVuHm5sbZmZmtGnThg0bNuDr64tMJsPX15euXbs+8Xwedm5f7Wt42Xn4\n9CH/WJ4mNqRSqQgLC0OpVAqKxfv37yczMxMvLy/atGmDTqdj7dq1Qnp6ly5dqFGjBgcPHkSpVGJj\nY8Obb74p1B2XlJQwf/58Pv74Y7RaLdu2bcPDw4Pjx4/z1ltv4eDgwJ49e1CpVOh0Ot55551/XRaF\niIiIiIiIyN/DC+cYGiI+sbGxdOrUCYDs7GwuXbokjHnttdewsrLi8OHDdOzYkbZt2xrNER0dzb17\n9wTxBhMTE3r06EHnzp05fPgwZmZmdOjQgejoaCIiIoTPhYeHc+rUKeRyOWq1muLiYtq0aUOdOnWo\nUaOG0flZWlqi0+lQq9VERUUxZMgQVq9ebeQY7t69m5ycHObOncsHH3xAYWEhFhYWHD9+XHAMpVIp\nX375JRqNBqlUyq1bt7hx4wZ9+/Y1WgtKI6wymYyMjAyhxk4ul7No0SI0Gg1BQUHUrl2b0NBQkpKS\nhHVjYmLw9vZm8uTJLFq0SHD28vPzWbhwIVFRUcTFxaHRaGjcuDGNGzdm+vTpgoDO6tWrSU9PN4ru\nGvpClpSUMGXKFGQyGQ8ePGDdunXY2dnh6upaadP7ynB0dGTu3LlG+3bs2GEUSezfvz/nzp2jR48e\neHh4cPbsWezt7QkMDMTMzIwaNWqQm5vL4sWL+fzzz9m2bRvjx49n48aNTJgwgZiYGFxdXWnZsmW1\nzk1E5ObNm8LvIywsjAsXLqDT6RgyZAj79u0jOzsbtVpNo0aNjPqXnjhxgoYNG+Lr68uJEyeIjo6m\nadOmAJw7d06IDmZnZxMUFIS3tzdyuZyUlBRyc3OpV68eTZs25cKFC9y8ebPKbW9EREREREREXi5e\nOMcwKiqKvXv3Eh8fz+rVq1EoFAwbNoy4uDjatWvHnj17CAgIQKVScerUKRo0aEBUVBQ7d+4EoEeP\nHlhYWBjNKZFICAsL4/Tp0+Tk5CCRSDh58iSFhYVGojcdO3akY8eOmJiYEB0dzYULF3jrrbfQ6XSC\nk3bt2jV27tzJ/fv3mTt3Lu+//z5WVlZ4eXkZvck/d+4cNjY2TJgwQYisrV27llGjRgkN4Vu1agVA\nfHw8Z86cMVIy/e2339Dr9dSuXZuuXbty9+5ddu3ahVqtpqCggDlz5lRqw8aNG7NgwQKmTp3KggUL\neO2110hNTaV58+akpKTg6+sL/H9PP6VSiaWlZbn0NcNxqVTKkCFDSEtLo06dOuzfv58ePXqQnZ2N\ng4ODMC45OZn+/fvj6+vLzJkzq3HXEdZ50n6NRoOzszNvv/02CoWCM2fOcO7cOVq0aMHWrVvR6/WM\nHj2aGjVqMHjwYJRKJe3atePKlSukpqai1WpxdXUVmouLiFQHCwsLMjIyUKlUKBQKzM3NhdYnnp6e\npKSkoNFouHfvHklJSdSsWZNu3bqRnZ1Ns2bNgNKXPAbV46ysLNLT06lTpw4ANWvWpGbNmqSlpREb\nG8sbb7xhpLJriFSKiIiIiIiIiFTEC+cY+vn5IZfLuXz5Mv369WP16tWYmJjg5ORE06ZNOX36NACn\nT5+mc+fOAEJfQLlcTn5+fjnHEKBnz54VRgwjIyOFMRERERw4cAATExMKCgrIy8sjLS0NvV6Pj48P\n7733HoGBgej1ejZs2MCMGTMoKSmp0KFxcXHhypUrfPTRR7Ru3ZqHDx/y1ltvsW7dOkaOHMm6devQ\naDS0bdsWc3NzUlJSKrSHQdH1zp071KxZE2tra7Kzs1mxYgVZWVnIZDJ0Oh1yuZwpU6aQmJjIxo0b\nuX//Pt988w2tW7cmISGBxMRE2rdvz2+//SY0qzcQFxdHQEAAN2/erPAcJBIJUqmUbdu28cUXXwiN\n77du3cro0aOFcQZH98KFC9SvX7/Se1wZOTk5zJo1y2hfRkYGffr0AUpTYqOionj11VcZOHAg/fv3\nJyoqisGDB3Px4kUSEhKA0gixra0tW7duFVqS9OrVC61Wi5WVFUePHjVKCzZw9OhRjh49CpT2bhR5\nuXB0dHzi8SZNmnDgwAFiYmJwd3cXXtw4Ojri7OzMgwcP8PHxoVWrVtjY2LBlyxYyMjJo3rw5165d\nw9/fn+joaD788EMcHBzYvXs3ffv2ZevWrUZrR0REIJPJcHV1FYSjsrKyePDgAe+++65R+5uXGZlM\n9tR7JmKMaLPqI9rs2RDtVn1Em1Uf0WbleeEcQyhN6ezSpQtxcXGVNnPu3bs3J0+eBIwjTWWjbgYq\n6j1Y0ZjAwEBatGgBIEQMDX3I9Ho9Go0GmUzG+fPn0el0LFq0iFGjRlUoJuPh4cGYMWNYtGgRQ4cO\nJS4uDldXV+RyOWlpaXzyyScUFBQAUFRURM2aNfn0008FZ3XQoEFGjquPjw9OTk4kJiYyevRovv/+\neyZOnIiNjQ1qtZoVK1YAUKdOHb788ksWLVrE5MmTCQ8Pp1GjRiiVSoKDg41ScqE0CnHnzh0GDBhA\ndHQ0KpWqnJiPVqvl2rVruLu7s2bNGszMzLh69Sp6vZ5Vq1YxYcIE7O3tAVAoFBw7dowpU6Y81eaP\n88orr5RzDHfs2CH83b9/f/z8/IiKiuLUqVPk5+fj7+/Pvn37KCkpwczMjEuXLtGyZUtKSkpISUkR\n6j/L4unpWeH6ISEh5XpBirw8PE3ZbN++fYSEhGBubs6lS5cIDw+nYcOGmJmZkZmZSUFBAWZmZqjV\najIzM7G3tycxMZGgoCDMzc25cOECLi4u6HQ6Tpw4gYuLC3q9Hr1eb7R2QEAAJiYmnDhxglatWqHR\naPj9998JCQkhJyfnrzbDv4YXQY3u70a0WfURbfZsiHarPqLNqs+LYLPnrUr6QjqGLi4u7Nq1i8LC\nQgYPHlxOffJxtFotoaGhSKVSevToUe64SqXiyJEjnDt3ThCfOX36NAUFBUKtT2RkJPv27ROczLIR\nQyh1DJs3b06rVq3Izs4WxFySkpKE+sOyXL9+nYMHDxIfH8+CBQto3LgxO3fuRCKRUFxcTEJCguDM\nGXoSVoRBHMbb25vbt28L+93d3fnuu+9ITEzEw8NDiNBFRkayZ88ekpKSmD17Nj4+Ply/fh2dTsey\nZctIT083mn/t2rX069cPExMTmjRpwpYtW8o1gC8sLMTa2pqPPvqInJwc4d589tln5OfnC0IbUBrt\naN++vZBe+ldhSB9NTEwU9nl4eAi1g8nJyTg5OeHn50deXh41a9YkKSmJ+vXrEx8fL6TPPomniZGI\nlOdF+Ee6MlQqFRkZGbi5uZGamkqrVq1ISUnB3d2d9PR0HBwc2Lt3L61bt6ZmzZrExsYSHBwMgLOz\nM5mZmUINckJCAgqFgri4ODIyMti2bRuvvvoq2dnZtGnTxkiVef/+/TRp0uSZBJ1EREREREREXh5e\nSMewZ8+eXLp0ie3bt/Pbb7/RpUsXTp06RUxMDA8ePBBSCw04OTkxevRoHB0d0Wg05VoSpKSk8NFH\nH+Hj41NpKmlAQIBRY/vHI4YGDhw4wJtvvkloaCgdO3bk1KlTFUY1/f398ff3Z8GCBYwbNw65XE7v\n3r0B+OGHH+jXrx82NjZAqXrp3bt3jYRX5s6di0wm47XXXqvQRhYWFowbN45Vq1bRv39/4WHccB2G\nGsOTJ0/i6ekppHmWdS4BxowZI0Q8fXx8mD17NgDTp08XxigUCho1asSqVauQyWQkJCRQUFBAYmIi\njo6OfPDBB8LYpk2bPrNTWJlC6uMR38uXL6NWq0lOTmbGjBmYmJig1WqN0j/Dw8Px8vLi3LlzFBYW\nYmdnR1paGmlpaaSmpgrKriIiVaV169bs37+fvLw83N3dadGiBb/++isFBQXEx8czePBgnJycCAsL\nA0pf5hhUdm/cuIGXl5fwEqlnz57CvFu3bqVPnz5otVp2797Nr7/+So0aNejevTv37t0jNjaW/Px8\nbt68SYMGDYSsBhERERERERGRsrxwjqFOp+Po0aNcuXKFr7/+mpiYGNRqNe3bt6dv376sWrVKcBQM\nojBl69nUajV37twRUkr1ej13795l8ODBwhiDA6LVaisVPCkuLq4wLbVbt25IJBJ27tyJTqfj5MmT\nfPbZZ8K8jx494t69ewQHB6PT6cjKymLZsmWMHz+eH3/8EblcjouLi1DjlpmZybFjx/jqq6+EesLK\nMJz3nTt3uHbtGt26dQNKoxHr16/Hzs5OUDst62SVlJQIfycnJ1NUVIS/vz+pqanMnz+/wrVSUlLQ\n6XTk5uYik8moVasWX3zxBQArVqygb9++FQphGFpj9O3b94nXUhEZGRkV1hiWVXotKChArVbTu3dv\nli1bVuE8UVFRaLVanJ2dadWqFVFRUXTo0IFNmzYxceJE1qxZU+1zExFxc3Pjww8/NNo3aNAgEhIS\nCAoKQi6XI5fLy71MAoTMhIoYPXo0mZmZmJiY8M477xgd8/LyMmp3IyIiIiIiIiJSGS+cYxgbG0ta\nWhqTJ09GJpPh5+dHamqqcLysUp9arS4XnYqIiODHH39k6tSpQGnkz8vLS0jLsrCwwMTEhNTUVDZt\n2sTw4cPLncOVK1fYtGkTQ4cOLXfM4CyqVCquXLlCw4YNhfNxcHBg6dKlQp3a3bt3sbKy4tNPP0Uu\nlzNq1Cg2b95s1PQ+Ozub/v37P9UphFIHr6SkhPz8fEaNGsW+ffuQy+VYWFgwfvx4QagCENJv69Wr\nx7Jly4R6zKKiIqH+z9HRsZwjZmD69OloNBpiYmIICAhg+fLlFBUVYWJiQkpKCuvXr8fU1BS1Wk3n\nzp2FfpMff/zxU6+jMuzs7CqsMSwbMczOzuazzz7D2toarVbLvHnzkEgkQq0WlNYQDh8+XGhF4uXl\nhYWFBc2bN+f27dvExcUJ3wcRkT+DXC4XlElFRERERERERP6XSPRP6lD+EqLT6dDr9UbKfQbRmL8C\nvV5fYWSx7Pk8HpXMzMx8LipKFc1dHQoLC42cycrQarX/SCXEZ7mv1bFZ2RcSIlXjRa4xfFaKiopI\nS0vD2dm5wrpW0WbPhmi36iParPqINns2RLtVH9Fm1edFsJkoPvMnKCkpEZqzP47BSajoof/POoVl\nnQlDI3rD9pOcQqi4N19VncInrVvZ3FXBYCsrKysKCgqwtrZ+4rjn5RQqlUosLCyearOqYrivT/pe\nPM6fcaRFXl4iIiK4desWUJpmbmVlhVQqpbi4GFdXVzp37kxubi5Hjhwx2qdSqdi+fTteXl4cP36c\nAQMGIJVKCQsLE/oSvv/++8I6hw4dol69etSvXx+VSkVYWBg6nQ5TU1N69+79j3xBIyIiIiIiIvLP\n4KVxDNVqNfPnzxccgOzsbPR6Pa+88gpQGtX64osvkMlkzJs3r8IWFaNGjarQKQsPD8fa2tpIfMaA\nVqtl+vTpzJ8/H6lUypkzZygpKaFLly7PdB0ajQaJRIJEIkGr1RIVFUVkZCT9+/cvlwpa3XXDw8PJ\nzs4WRG7K8v3339OlSxcaNmzI8uXLGTVqFFZWVnzzzTf85z//EeoFDXWXEomEHTt24OXlRfPmzYVj\nZR9MdTodKpVKiIKMGzeOb7/9tkInTa/Xs2LFCurUqfNU4ZfCwkKWLl3KjBkzBJsZnOK5c+cyffp0\npFIps2bNYsaMGYwePZrGjRvj4OBAnz59sLCw4ODBgxQUFNCjRw+mTZvGsmXL2LlzJzY2NlVuSfGw\nc/sqjRP5fx7+r0/gGXmaAm1ZcarDhw+TmZlJ27ZtcXd3JzQ0lPv373Pt2jWCg4ON9kkkEjp16oS7\nuzsqlYq0tDSys7Np3LgxjRs3JiwsjOTkZCwsLEhOTqawsFComY6JiaFFixZ4enpy6NAh4uPjn6k/\nqIiIiIiIiMjLwUvjGJqZmRnVn508eRK1Ws3rr79ebmxJSQmzZs0SGsDb2tqydu3aSvsZZmZmVhpJ\nunjxIg0aNODYsWOcPn2a/Px89Ho9Z86cwdPTk2HDhlXrOvbs2cPNmzeRSCRYWloSEhKClZWV0OT6\nrbfeeuZ1zczMKr2OIUOGsGHDBho0aEDXrl2JjIzEw8MDV1dXIxGZ0NBQYmNjkUgkxMXFER8fLzR9\nd3d3NxLxiY+PZ+3atYwePZp69ephampaaeRu8+bN+Pv7o1Ao2L17Nz179jSKHG7evJkbN24I0cvk\n5GTmzZsHlDqgQ4cOpU6dOtjZ2XHlyhUSExPJycnh6tWr1K9fn3HjxpWzhampqZFNTExMqhxZFBGp\niPz8fJRKJSqVSvjdWFpaUlxcTHZ2drl9DRo0ACApKYnU1FTatGlDUVERGRkZqFQqFAoFdnZ2KJVK\nDhw4gJeXF7GxsTRo0MDoRVVV2quIiIiIiIiIvNy8NI4hlDoLK1aswMrKitzcXPR6vdCOYNKkSTg7\nOxuNDw8Pp0aNGuUiRDqdjpKSEkGARKfTIZfLhb/VarXgQOzYsYO33noLX19f6tSpw6NHj9DpdNjb\n2wvRyqqi0+no1auXkcrmnTt30Gq1DB48mMTERPR6PTqdrlrrXrp0CV9fX2E7NzeX1NRUYV9eXh55\neXkMHTqUvLw8Vq9ejZubGzqdDq1Wy6pVq/j0008BaNu2LVqtFpVKRU5OjvBgq9VqjWTy1Wo1bm5u\njBkzhvXr1wvRvcfRarX897//xdHRka5duwKlzue8efN47733BHVWmUxGnz59SEpKQi6Xo1AoCAwM\nJDU1FT8/P0Gc55NPPkGn0+Hg4EB0dDR169YVekLqdDratGlDYGAggBCZNVB2u6Jaw6NHjwpOcNnW\nFyIvPlVN77506RIdOnQgMTGRiIgI6tSpQ1JSEu+++y5KpbLcPnNzc/R6PeHh4dja2uLk5ISFhQUH\nDhwgJiYGd3d3bGxsiImJwc3NjTfeeIOzZ89y+/Zt2rZtC0BiYiJarZZmzZr9lSb41yGTyZ5LrfbL\nhGiz6iPa7NkQ7VZ9RJtVH9Fm5XmpHEOJRIKHhweffvqpUcRwxYoVFfbAKykpoWbNmuX2p6ens3Ll\nSsExSE9PRy6Xs3v3bqA0dXHkyJHcuXMHBwcHAExNTTly5IggO3/kyBE++uijap1/REQEBw8eRCaT\ncffuXaGOKCMjg+TkZEpKShgxYgQ3btyo8ro6nY5NmzaxZMkSYZ9UKmX9+vUsWLAAU1NTcnJyhHTZ\nzp0707BhQyHCplAo2LRpk3Dda9aswdTUlPT0dMzMzLh9+7ZQa3jr1i0GDx5MvXr1iIuLY/369Xz4\n4YdG/RfLkpiYyE8//YSdnR0PHjwgKipKOFajRg127NhBixYteP3115FIJGzcuFFw0NPT0zl58iT5\n+fncuHEDtVpNQUEBYWFhfPjhh/j6+lJQUMDly5fx9PTEz88PlUpFs2bN2Lt3L8eOHUOn0xEREUF6\nerpRBPnYsWN06tSJ9u2NU0VDQkKqnGYq8mJRleJ1vV7P7du3adGiBX5+fiQnJ3P69GkaNWpEfn5+\nhfvy8/MBaNeuHeHh4Vy4cIH4+HhCQkIwNzfn0qVLnD9/nvj4eHx9fVGr1Xh6ehIeHo6Pjw9FRUVs\n376dt99++19fYP+8eRFEB/5uRJtVH9Fmz4Zot+oj2qz6vAg2E8Vn/gQSiYTIyEhmzZplFDF88OCB\nUd88g5OYk5ODQqEQWjcYcHFxEdIUAebMmYOjoyOjR482GlerVi1sbW1RqVSsXbuW4uJidu3ahV6v\nx87OjqVLlzJkyBC8vLxIT09nzJgxLF68mDp16lR4/s2bNxf6GK5Zs4bJC35TkwAAIABJREFUkyeT\nm5vLpk2bhF6IAE5OTlVe98aNG/j6+gpN6gFsbGwICgri6NGjvPHGG3h4eFBYWMi9e/coKSkhOjpa\ncOY0Go0QgZTJZMyaNYsdO3bQpEkTgoODUavVnDx5Ent7e7p27So4076+vkycOJHffvsNLy8vo/XL\n2m/ChAmCk2tomdGhQ4dyY7VaLe+//z7x8fGYmZlx9uxZWrVqhVKppHnz5kLk0pDGN336dExNTWnQ\noAEPHjzAzMwMnU6HmZkZPXv2xMbGBoVCwVtvvcWkSZOYNWsWYWFh2NnZ0a5duwrvj4jIk0hOTsbN\nzU2IOjs7O6NQKOjVq5cw5vF9Fy5cwMrKiiZNmqBSqTA3NxdeBrm5uZGamoqDgwP29vbk5uYCkJaW\nho2NDVqtltDQUNq3b4+tre3ff8EiIiIiIiIi/ypeGsdQrVaj1+vx8/OrNGKoVquNasoSExNJTU0l\nKCgIFxeXCuvvUlJSMDc3p6CggNTUVCPPvaya6eeff45MJmPp0qU8evSIqVOnGjlDDg4OLFu2rFw6\n6+NcuXKFoKAgdDodc+fO5fXXXyc9Pd1oTHXWPXDgQIViM926dWPGjBlGzhyU9gpcvXo1ixcvpmPH\njqhUKsFRU6lUfPfdd9ja2uLr68u9e/dQKBT4+flx5swZZs6cyYgRI3B0dCQ9PR2FQkFQUBAHDx4k\nLy+P7OxsFixYgF6vp0WLFoSEhFBQUMB3332HTCYjJycHgNOnT6PRaOjVq5dQR6VUKrl58yaRkZHY\n2dmRk5NDZGSk0DvR4BgCgmjOokWLSEtLw93dvVJ7P15XWlmdaUU8TZBEpDwvwtu7ykhISKB27drC\n9sWLF2nZsqVR3erj+/z8/AgNDeX69evUrFkTT09P5HI5+/fvJy8vD3d3d/z9/cnMzGT//v3ExMSg\n0+l4++23uX79OmlpaZw7d45z584REBAg9kwUERERERERqZSXxjEMCwvj2rVrZGZmGqUuXrx4keTk\nZNLT0/H19WXgwIHMnDmTkydPUr9+fR4+fIiJiQm9e/dGrVYb1ZaVlJSwfv16hg4dipmZGevWreOL\nL76osPm5TCYjKSmJ3NxcBg0axK+//sqHH35Y7eswKH5KpVKhLu/atWuC4ER11lWpVFhbWwt1emWx\nsbGhT58+qNVqIT0zNTWVb7/9lnfeeadCZ0oulzNhwgQkEglbt27FwsKC27dvEx4ezvTp0zE3Nxei\ntjdv3sTe3h57e3saNGiAvb09kZGRTJ061WjOOnXq4O/vT2BgIPfu3QNKFR43btxoJK6RmppKQEAA\nnp6eeHt7U1RURIsWLcjIyKiw3cjmzZuxtbXl2LFjjBo1ivj4+AqdPo1Gg6WlpWBrg7iPiEh1eTz1\n+LXXXis35vF9crmc/v37G+1zc3Mz+rfD3Nwcc3Nzo9pjMFZCFRERERERERF5Gi+NY/jee+/RunVr\nQkNDBaEUAytWrKBv3764uLiQn5/P3r17iYmJYfr06SxZsgSdToeJiQlXrlzh/v37DBgwgAcPHvDj\njz/SoUMHPDw8AOjatStff/01o0ePxtXVFShNcdTpdNy/f59ly5YxduxY6tWrx6lTp9i4cSP9+vXD\n3Nyc7Oxsxo8f/8RUUpVKhVKpJDY2lpycHH744Qfkcjm9e/dm3bp19OzZk+LiYoKDg6u0rlwuZ8yY\nMcL8hlYTBgziFVAqSHPt2jVmz57N5s2b6d69Ozk5Oej1emJjY4mLi+PNN9/kxo0bnD59GnNzc2xs\nbPDy8kKpVLJw4UL69OmDr68vfn5++Pn5Vfne+fv788svvwgPzQcOHKBly5bC8aysLLKzs7GzsyMh\nIYGcnByysrK4fPkySqWSVq1aAaWO/NWrVzl//jwDBgygSZMm3L17V1CC1Gg06PV6JBKJ4CSam5uX\nq4F8vO2GiIiIiIiIiIiIyL+dl8YxhFLH6nEOHz5MfHw8VlZWxMbGsnjxYnr06MHMmTNRKpXUrVuX\nr776CktLSzIyMhg3bhynT59m06ZNjBw5UlCwBAgODsbU1JQ5c+YwZ84catasiVarRavVCs5YvXr1\nABg9ejRr1qzh4cOHeHh44OTkxNatW594/lFRUeTk5GBra0v//v2pVasWzs7OFBYW8vrrr7N48WK+\n/PJLQS3UsO7w4cPx8PDgypUrDBw4kC1btgjrGjh69Cj79+9n1KhRFa7duHFjxo8fz9atW3FxcaFh\nw4bExcXx3XffIZVKhTYUOp2O/v37I5PJ+P777xkwYACWlpbIZLKnpghqNJpyzeaXL19OXl4eOTk5\n7N27FygV+vD09GTPnj2MGDGC1NRUQkJCyMnJoU+fPrRp04ZFixbx7rvvsnXrViG998CBA/j6+tKi\nRQvCwsLYtGkTJiYmaLVa1Go1SqWSXr160aNHD8zNzTlx4gSXL1+mpKQEExMTwWm2srIqF9kUERER\nERERERER+Tcj0Vckx/kP4vr16xQWFhIcHCyoW1bGjBkzmDRpUrWEFh5vO2CoM9Tr9YwdO5YlS5aU\nE0bRaDQcP36cCxcuMH78eL7//nvUajVSqRS1Ws306dOF9Muy63z22WcVzlddDh8+TF5eHn369EGn\n0zFt2jRmz56NRqPB2tqa0NBQrl27hkQiQa1Wk5uby4gRIwgNDa3w3J5Gfn6+UMdYXFzM8uXLjWql\nMjIyhDpNiUSCRqNh0aJFTJkyhfz8fFauXGnUjqLsfK6urowbN+5PzQel9l26dCk9e/YUUmpnzZpF\nnz59cHd3x87ODp1Ox4IFC2jZsiWenp6CmqoBKysrPv/8cyFaaPheLFmyhL59+wrnqNFoMDExMWpl\nURGpqalVN7II8GLXGP5VmJmZERsbi6ura4Vp7CIVI37Xqo9os+oj2uzZEO1WfUSbVZ8XwWb/KlXS\nVatW0blzZzw8PJgxYwbOzs7k5OSQmppK3bp1GThwIMuXL2fp0qWCoEJhYSF9+vQR5vD29ubLL7+k\nbt26XL16leLiYqPjZTExMWHp0qXIZDL0ej3W1tZMmDDhiedY1inMyclh+fLlmJmZUVRUhEql4ttv\nvxWOq9Vq+vbtS+PGjQkJCeGVV14hNTUVjUbDV199hUQiYdasWYLjVZ35qsLdu3eJj49HIpEQGxvL\n4cOHSUtLw9bWlvDwcEG0pV27doJCYcuWLTl//jxubm6oVCouXLgg7K9qw+vIyEhu375NYWEhnTp1\nKifCY0irTEhIYMOGDYLjO3LkSDw8PNDr9cybNw+5XM7EiROf+3y7du3izp07aDQadu7cSUlJCQMH\nDhRqr37++WfGjx+PVCpl7NixfPfdd9SoUQNfX18jNdpp06YBpeqRW7ZsQSqVkpmZSUlJCT/88AMF\nBQW4urpSUlLCf/7zH2xsbJ5ot4ed2z/xuEh5Hv6vT6CaPE1gKCIiglu3bgGlL1Xc3NxQKBQolUpc\nXFzo1q0bubm5HDlyhOLiYlxdXencuTMA+/fvJzMzEy8vL9q0aQNAYWEhu3bt4v333wcgOzubI0eO\n4O7uzokTJxgyZAhKpZKNGzdiZ2cHwNtvvy02txcRERERERF5Kn9LKulPP/3EG2+8QadOnUhPT2fd\nunVCxMfX15eYmBgCAgK4efOmkUKmWq3m/v37jB8/npo1a3Lq1CkmTpz4xLUmTpz41Af2yrC3t2f2\n7NkAzJs3j0mTJtGwYcNy4+7evcuOHTsYN24cxcXFgiAMlEbDDG/vqzpfVbG1taVu3bpIpVI8PDxY\nt24dH3zwgVBDp9PphHpFg2hKQUEBUNq/8M0338TBwYE//vjDqH7wachkMurWrUtubi4mJia88sor\nRr0QV61aBUC9evXo2LEjSqUSpVJJTk4OzZs3B0qjbIZeis97vl69enHixAnh866uriQkJJCdnc39\n+/dxcHCgoKAAKysrtFot06dP5/bt2+Wu0+Cg1q1blwkTJnDu3Dlu375Ny5YtsbCw4OzZs9SpU4d2\n7dpVO+oq8nJSVgDm8OHDWFpaUrt2bRo3bkxYWBgPHz7k4sWLBAcH4+7uTmhoKPfv30elUqHT6Rgy\nZAj79u0jOzsbS0tL9u7dS0lJiTB/eno6/fr1A0oj7bm5uWRmZtK6dWtReEZERERERESkWvzljuHJ\nkydRqVR06tSpwuN+fn7cuHEDPz8/7t+/j7e3NwB//PEHXbt2ZcuWLcydO5ezZ8/i5eXFhQsXeP31\n17G2tgbg1q1bLFu2TAilLl26FChtNbF69epnelO+f/9+UlJSjGr+cnNz6dixIz169KB+/fo0b96c\nsLAwsrOzGTBggDDu3XffJTIyUujtV5X5tFqtoDRaEQZRGCcnJ5ycnJg5cyYSiYSsrCy2bdsGlDpR\nQ4YMAeDOnTucOlUayRg8eDDOzs4UFRVRu3ZtJBIJr7322hNTch/n8ZTJpk2bcuzYMWHb8AAaFhZG\ndHQ0EomER48eYWZmRmRkpDAuKiqK7t27P/f5mjRpwpkzZ/jss88oKChg79699OzZk/DwcGrWrEmj\nRo0wNzfn4cOHLFq0iN69e+Pi4sKpU6eIiYkR5jM40ZcuXWLHjh14enqSmZnJli1bkEgk1KhRA4Cp\nU6cyadIkatWqVWUbirzc5Ofno1QqcXd3JyMjA5VKhUKhwMbGhuzsbEEAydLSkuLiYpKSkoTWEp6e\nnqSkpNCwYUN69erFjh07hHl9fHywt7fn8uXLqFQq7O3tiYqKIjExkevXr1OvXr1yaqgiIiIiIiIi\nIhXxlzuG0dHRmJubl6vlM9C0aVN2795NXFwc3t7eSKVSEhMTiY2NpUePHpiYmFBQUEBoaCjTpk3j\n5MmTrFy5kqlTpyKRSDA1NSUgIIBPPvnEaN5Zs2YZOT/R0dHMnj2bjRs3PjHac/jwYfbt20fdunXp\n0qWL0efLKlGGhISg1WqJj49n/fr1gtOgUqkYNGiQ4BhWZb4ff/yRM2fOVOis6fV6NBoNkydPplmz\nZkCpuuaIESOEMWq1mj179hh9xpBum5WVRUxMDN27dyc+Ph6pVEq3bt0qvf6nkZycTGxsbLn9TZo0\noWfPnvTs2ZOEhASWLl1q1Lgb/j991ZDO+rzm02g0JCYmsnz5crRaLa6urri5uaHX6zl69KiQTuzm\n5saCBQu4fv06UNo+oGwq6fTp0wEIDAwkMDAQtVrNw4cPSUpKwtTUFC8vL2rUqIGlpWWF9YVHjx7l\n6NGjACxYsKBK9hT5d+Po6FilcZcuXaJDhw44ODhw4MABYmJicHd3p1atWgQEBBAREUGdOnVISkri\n3XffJSUlhdq1a+Po6IizszMPHjwQWsSYmpoaratWq0lISMDJyQlHR0f8/f156623hBY6arX6udcg\nvAjIZLIq3z+RUkSbVR/RZs+GaLfqI9qs+og2K89f7hiOGDGC06dPc+bMGdq1a1fuuI2NDTKZjDNn\nzgiOz/nz5wkODgZKnaCVK1fSt29fHBwc6N27N19//TV37tzBx8cHjUZDREQEs2bNMpo3MTERjUYj\n1Kd5e3uzbNmyJ4ozXLp0idjYWD7++GMOHTpkpI4pk8mMnAG9Xs/XX3/N9OnTadasGd7e3jRt2pRv\nvvkGLy+vas33ySeflHNsn4RKpeLu3bvCtkajMTru6OjIrl27AOjXr5/QsuH333+vVoP2ssTGxqJU\nKvHx8cHV1dWoZ1pYWBhKpRKAtLQ0Fi1axDvvvCPUOAGEhobi4+MjRHCf53wymYyPPvqIvLw8SkpK\naNCgAampqbi5uVFcXGx0HXK5nNu3b/PKK69UGjEsmxa8b98+Ic11586dBAYGUr9+ffR6fbkXHSEh\nIYSEhDyTfUX+nVSlaF2v13P79m1atGjBnj17CAkJwdzcnEuXLnHixAn8/PxITk7m9OnTNGrUiPz8\nfLRaLRkZGZiZmZGZmUlBQYGwVklJidG6jo6OdOnShT179nDz5k2cnJyE77KDgwPx8fF/WvDqReRF\nEB34uxFtVn1Emz0bot2qj2iz6vMi2OxfJT4DpQ/iffr0YcGCBYKz9zjNmjVj9+7dQm1ZUFAQTk5O\nJCUlER8fz2effUaLFi1Qq9WkpaXxxRdfCNG1tLQ0li5dSm5uLrVq1SIuLg5PT08KCgrIysqqVipp\ny5YtadmyJdHR0SQkJLB7927hWG5urlHE7+rVqzRs2BCZTEaPHj1YsmQJFy5coE+fPoLDUJ35qkN+\nfr5R1E2n0wmptVD64Ni0aVN0Op2RI5iYmIhUKkWlUglR0/DwcORyuVFfwMfRarVYWloK88XHx7Nv\n3z7heFxcHIGBgURERLB//35q167N8ePHjZzwlJQUwS7Pe74bN24QERGBt7c3Li4u/P7773h7e9Oq\nVStOnTqFSqXCzMwMqVRKSkoKMTExDB06tNKIYVxcHFu3bqW4uJjc3FyWL18OlKqM3rp1C3Nzc3r0\n6FGtXowiLy/Jycm4ubkhkUhQqVRkZGTg5uZGamqq0DLG2dkZhUIhRMVdXFxISUnB3d2d9PR0HBwc\nKpz70KFDtGrVCltbW1QqFebm5vzxxx/06tULc3NzEhISxO+piIiIiIiISJX4W8RnXFxcaNSoEceP\nH6/wIcXPz4/Lly8LDz8ajYY1a9ZQUFBA7dq1BaclOjqasLAwZs6cCUBeXh779u2jXbt2LFy4kPHj\nx3Pjxg3i4uIICAhg9erVzJ07F5lMRlxcXJVSSQ00b97cKF3TUCsJpeqCW7ZsYebMmUITealUysOH\nD7l79y61a9fGysqqyvNVl9q1a/PVV18J2yqVihUrVgjber2eU6dOYW9vj6+vLxKJhMOHD1OvXj28\nvb1ZsWIF48aNw8zMjOPHj2NnZ/dEx9DOzo6AgACaNm1KfHw8hw4dIj4+Xjiek5MDlNY5fv755/z8\n88+4ubkZRfgKCwv/svny8/N59913OXbsGHXr1qV3797s2bOHvn37snfvXg4ePIi1tTWdOnVi3bp1\n9OvXT7BR2Yhhfn4+AA0aNOCLL77gxx9/pFevXoLgzZYtWwgMDBTaYTyNpylWipTnRXh79zgJCQlC\nq5PWrVuzf/9+8vLycHd3x9fXF4CLFy/SsmVLIaugQYMG/PrrrxQUFBAfHy/0CX2coKAgDhw4gEaj\nwdPTk1deeYW2bduyefNmTExM8Pf3N6p3FhERERERERGpjL/UMfz000+Fv0eOHCn8/XgPOh8fH5Ys\nWSJs29jY0KlTJwIDA1m7dq0wXiaTCQp8UPrA9e677yKVSunevTsKhYJu3bpx5MgRnJycaNOmDY8e\nPcLd3Z3GjRs/tYG8Aa1Wa7R98eJFdu3axZgxY4BSx6VDhw5YW1vzzTffULt2bUaPHo2trS0nT54U\nFEgNju7T5qsOer2ehIQE5s6dK+zT6XRG9Yk1a9Zk/Pjx2NjY8N133+Hv709ERASTJk1CJpORmJhI\nWloaderUYdiwYVy6dOmJa5Ztp6HVamnbti2DBg0S9hlSVA2Om0aj4c6dO0YRvpycHCHl9XnPFxwc\nTEREBCqVCk9PT/bt28cnn3yCmZkZQUFB5Ofn07ZtW1JSUrC1tSUgIICoqKhyEcPJkycDpY7/woUL\nad68ueAUQmkktqwipIhIVSgr/uLm5saHH35Ybsxrr71mtG1ubs6gQYNISEggKCjI6GVW2d+KnZ0d\nY8aMMXKm69aty8cff/w8L0FERERERETkJeAf3+Be5M9RUlJiVNv4ODExMXh7ez/XGqSqNoD/X8xn\nEEEypLFWps76NLtVBbHBffV5ESOGfzWizZ4N0W7VR7RZ9RFt9myIdqs+os2qz4tgs39djaHI/5an\nOTeGVLbnSXVaYfzd8xnqEqVSaaXtQeDpdhMREREREREREakaer1e6NH7vAIHf5ZHjx6VEyn8J2IQ\nPJTL5X+57UTHsBIePnzIK6+8gl6vp6ioyKi+zcDjUSWtVmvU0uJxiouL0el0WFhY/CXnXBmFhYWY\nm5tXycFSKBRkZWVx//59nJycBMfR0EuxKl/I/Px8ZDLZ336dBtRqNTKZ7ImOHzyfqKCIyN+FQZnU\n1dX1ierKVR0nIiIiIiLyd6FSqTA1NX3uwYM/g0wme+Jz+z8JjUaDSqX6y5+t/zl35x/Gf//7X4YN\nG0ZycjI3b94sVxeUm5vLqlWrBCXLgoICZs6cyeLFiyt1nvbt24dcLufNN98sdyw0NJR27doZqQ8q\nlUpmz57NwoUL/9S1/Pjjjzg4ODBkyJByx3799Vfu3buHg4MDaWlpNGjQABsbG5KTk43aixw5coSz\nZ8+W+wHFx8dTv359oQ60pKSEFStW0LFjR44dO4ZGo0EikaBUKvHz82PgwIFGn7979y4XL17k/fff\nr/T8t2zZQufOnXFyckKj0bB8+XImTZpU6fjt27fj7OxM586djfanpKTw888/A6WCR5GRkYLzmJ6e\nzsCBAwkKChLGK5VK8vLycHV1rXStJ/Gws9hYvLo8/F+fQDV4mrhQREQEt27dAkpfCrm5uaFQKFAq\nlbi4uAj9RAsLC9m1a5fwG8jNzeXAgQMUFRXRsGFD2rRpQ3Z2Nvv378fDw4MTJ04wZMgQMjIyOHHi\nBBKJBE9PT4KCgioc92/5T09ERERE5MXlSeU7Ik9HJpP9LdFN8Q5VQFJSEra2tri7u7Nx40ays7ON\n+iR++umn1KhRg0aNGpGbm4u5uTlRUVG0adMGiUQitIiIjIxk7969mJmZoVKpBCGcqKgooDSyNWjQ\nILy8vKhbty6rV69myJAhJCYmAqWhY6VSyYkTJ2jWrFmlkvVPwtDWIjU1lZiYmHKpowMHDmT27Nm8\n//777NmzB19fX/z8/Jg1axYNGzYUxnXr1k14kIXSh9dffvmF4OBgQQwjPT2dVatWERISQnBwMKdO\nnWLKlCmYmZlx+/Zt4brLcvjwYSOBl4qIj48XRIeioqIwNzfnwYMHQKnM/+P/0JiYmFSoPKtSqWjY\nsCEdOnQgLCyMzz//HKlUipmZGVu2bKFGjRrC2AcPHrBu3Trs7OxwdXVlwIABTzxHEZHHCQgIICAg\nACj9nltaWlK7dm0aN25MWFgYDx8+xN7enr179xqJGl29epXXXnuNWrVq8euvv+Lv7096ejrdu3fH\n3t6ejIwMcnNzOXLkCL169cLT05Ply5fTsGHDCseJqqQiIiIiIv9r/inpo/9m/g4bio7hYxhaZfj7\n+3P79m1sbW35/PPPUSgUWFtbM3v2bKKjozl27Bj5+fnExcXh6OhIYWEhCoWCadOmoVQqGTp0qPBg\nmJqayubNmxk5ciQuLi5s2LCBwMBAmjRpIqzr7++Ph4cHJSUl2NraCjdfJpNha2v7TG9ZLl++zL59\n+xgxYgR6vZ4ffviB119/nY4dOwKlaaP79+/HwsKCHTt2AHD8+HFOnz6NVCpl27Zt9OrVC1tbW6N5\nIyMj2bBhA8OGDaNZs2bCfqlUyttvv42dnR3bt29HIpEwb948IWL4uAOYkpJCZGQkiYmJbN++nZSU\nFNatW4eNjQ1Q+nZpxIgR1K1blylTphAYGEhiYiIWFhaEhoYSFxfHpEmTcHd3N5pXpVJRVFRUzh5l\nf1ASiYQTJ05gZWVFu3btKCwsNOoFmZycTP/+/fH19RXao4iIPAv5+fkolUrc3d3JyMhApVKhUCiw\nsbFBIpHQq1cv4fcHYGFhQXp6Ovb29mg0GszNzfHx8UGn0xEXF4dKpcLe3h6VSiXMIZfLKS4urnCc\niIiIiIjIP43nnVX1rC3C3nvvPbZv317tz23YsIFt27ZhY2PD0qVLcXFxeab1DSQnJ5OcnFxpz/e/\nC9ExfIzw8HAhcnT48GHef/99cnJy+P333xk+fDgDBw6kcePGuLi4EBUVRd++fUlLS+Orr75izpw5\nJCQkUFRUJEQKMjMzWbFiBd7e3pw9exapVEqtWrU4evQozs7OODk5ceXKFcLCwnB3d2fkyJGsWbOG\nyZMnY2FhgaWlpTCXIRJZWe2c4Xh2djZbt24lKyuLyZMnEx4ejoWFBdOnT+f777/n8OHDDBo0CAcH\nB5KTk/nggw8oLi5m3759DBs2TJhv8+bNFBUVlXMMMzMzad++vZFTCKXqTjY2Nnz55ZcMHz6cuLg4\npk+fLkQMIyMjhbFarZZ169YxceJEfHx8iImJISwsTHAKDdfp6enJV199RXR0NIcOHcLOzo4hQ4Zg\naWnJTz/9VGGNYEpKCkVFRYSEhDzxXiuVSurUqQOUpgKXjRi2atUKKI241q9f/4nzGDh69ChHjx4F\nYMGCBVX6jMi/F0dHxyqNu3TpEh06dMDBwYEDBw4QExODu7s7tWrVEtI8TU1NhfkCAgI4ffo0MTEx\n+Pj44OTkhEQioaioiISEBJycnHB0dMTLy4vbt29To0YNCgsLhZ6lj497Wq3ty4pMJqvyPRQpRbRZ\n9RFt9myIdqs+/3SbPXr06C9NJX3WuSUSSbU/++DBA37++WchmLJ69Wrmz5//TOsbSE1N5eLFi0Zl\nXI9jbm7+l99j0TF8jA4dOuDs7Ex0dDRjx47l+vXrWFlZIZVKuX79Ok2bNgVKI4tnz57l+vXr1KpV\ni7Zt23L9+nWKiorw9vYW5nN0dGTBggXMmzePgQMHYmlpyYoVK/jggw8Eh8sQWTTU6dWrV4/w8HC6\ndu1qdG47d+4kNDS00i+wRqNh2LBhvPrqq9SrV49PPvkEqVSKqakpUqkUa2trpk6dytWrV6lZsyYO\nDg74+fnx448/UlBQgFKp5L///S9Q6rj5+/tX+AWsLJStVCpZuHAhVlZWNGrUiN27dzN79myysrJw\ncXGhTZs2wthffvmFxo0b4+Pjg16vZ/v27bzzzjvl5rx//z6zZs2isLCQFi1a0K5dO1auXMmUKVOE\naMrj56BUKpFIJOTl5ZVzasuiUCjYtGkTcrmc5ORkli1bxuDBgwVHUKFQcOzYMaZMmVLpHGUJCQl5\nqjMq8uJQFYlrvV7P7du3adGiBXv27CEkJARzc3MuXbrEiRMn8PM3c2B9AAAgAElEQVTzA0prcw3z\nHThwgN69eyORSDhy5AhXrlzB09MTgC5durBnzx5u3rxJhw4dSEpKIjw8nObNm5OVlSWsW3bc85ay\nflF4EWTK/25Em1Uf0WbPhmi36vNPt1lxcfFfWvNu6G1dGUuWLOHatWsUFRXh4ODAmjVrkMvl6PV6\n4bNarZaxY8eSkpKCg4MDP/zwAzt37iQjI4MxY8bwxx9/kJGRQc2aNWndujVSqZRmzZqRnp6ORqPh\nyy+/JDo6WugjfujQIQD69evHuXPnOH/+PLVq1SImJoaYmBgyMjJYu3YtZ86c4Y8//kChUHD27FnW\nrVtXYRlIcXFxuXsstqv4i5FKpcIXV6lU8ttvvzF27FgA5HI5P//8M2PHjiU3N5devXpRr149rly5\nQrdu3Vi9ejUymYxOnToBcOLECcLDw5HJZMTFxbFs2TIAEhMThb87depU7u1Aly5dKkyFfO+993jv\nvfeqdB1l6wEfJzAw0Git1q1b880337Bw4cIKa/OqSmRkJF27diU8PFzYN3PmTFavXk3Pnj3ZtGkT\nHTt2RCaT0atXL6Fm8sCBAzx69IibN2/y6quvGs3p4eHBjBkziI6OJjo6GhcXF6RSKffv30etVpdz\nDPfv389rr72Gg4MDv/32G6NHjzY6fvnyZZKTk7G1tWX48OFGx3755Rej6EpERATt27d/5rdQz5rW\n8DLzT/+PrbokJyfj5uaGRCJBpVKRkZGBm5sbqampeHh4VPiZvLw8FAoFVlZWPHr0CG9vbw4dOkSj\nRo2oU6cOKpUKc3NzpFKp8Btq3LgxQIXjRERERERERKBly5aMHTuWL774gkOHDtGrVy+j4zk5OXTu\n3JmePXsyfvx4bty4Qffu3enfvz9jxoxh3759LFiwgJ07dwrdCuzs7OjTpw9HjhyhuLiYXbt28ccf\nf7B69Wq8vLwqPI/r16+zbds2QkNDOXz4MGPHjsXX15fz588zceLEv9wOT0J0DJ/A6tWrGThwoCAN\nGxgYyJEjR4iKiiImJoZOnTqhUqmQy+VYW1sjk8lQq9VCOmTHjh3p2LEjOp2O+fPnCwqmixcv5uOP\nPzZKmyyLi4sLOp2OnJycv1zBKTc3l8WLF5OZmcnMmTOxsLAgKyuLoKCgJyqFVoQhL7qsYwhQs2ZN\ntmzZwrhx44TrMUQiL168yKlTp/j222/59ttvK3QOH2fEiBHY2dmVcwzv3LlDZGQkc+bMQSqVcvLk\nSfbv3y+owGq1Wlq0aEGnTp34/fff+eabbzAzMwNK6xKtra2NarKaNm0qKmiJ/CkSEhKoXbs2AK1b\nt2b//v3k5eXh7u5eaQ/Rtm3bCmncBmEqg0gNgKenp/AmMTw8nO7duwtR/KCgoArHiYiIiIiIvOwY\nsv4aNWpEcnJyueMymYyjR4+yb98+MjMzhWdDDw8Pzp8/j16vx83NDWtra9LT04HStNIffvgBZ2dn\n/P39gVJ/4eDBg0aOoUqlEv7u3bs3pqamuLu7k5SU9FdecrURn3orwFCrN2jQIFxdXXn48P9F9EeP\nHo2pqSmbN2/mww8/5Pz589SoUQOFQkFhYSFarVYQljCwc+dO4ctYGcePHyc3N5dr167RtGlTUlNT\nWbVqFT169Hiu11SWuLg4Nm3axMCBA3F3d2fDhg24u7uj1WorjUwePnyYs2fP0rp166eupdPpOHfu\nHIGBgSQkJHDr1i1atmyJVCpFrVazfft2bt68yfTp07G0tGTUqFHMmTOHjz76SKhfTEhIMEolBYQo\nSX5+vvBAfPbsWUJDQ5k2bZoQ9RszZgzz58/n3r17DB48WPgxOzo6MmbMGOF8NRoNycnJrF692qhf\n5fbt27Gzs6Nv375VtrOISFnat///4no3N7dybW8MGJR9Aby9vY3S0aH0jWRFL2p69OhhFGWtbJyI\niIiIiMjLzrVr1+jQoQM3b94UsvvKcuDAARo2bMjYsWP55JNPhP3vvfceEyZMEKJ5LVq04Ndff0Wr\n1RIREYGJiQkNGjTg4MGDDBw4kKtXr9KgQQPMzMxIS0sDSrMIDc+YFfUilMvlQragXq//n6m4iqoE\nFaDT6dBoNLi6upKamsrcuXOF1g02NjYcOnSITp06ERMTw969eykqKmLhwoUMHDhQaP9w/fp1AH76\n6Sdyc3ONHDydTmfkqF28eFFIL01ISOCrr77iu+++Q6PRsGPHDj799FNOnXr2tESNRlNh7nW9evX4\n4IMPOHz4MBs2bMDBwQFnZ2cUCgVz585l5syZqNVqo8/Y29vzf+3dZ1iUZ9bA8f/M0BzAgCD2EqzE\nhg0F11c2irpJrDGuJZtYsmZNMWo2WTSKg4p1E43RteUyuSyxxLCsNRp7xAiWGEU0FhjBAgQBZRhg\nmPJ+4OKJIxCBWDCc3xeFuWfmmcPDMOe57/ucXr16FesReK+iPisODg4YDAZ8fX2ZOHEisbGxnD17\nlpSUFCZMmEBubi46nU5Jon18fJg6dSqff/450dHRWK1WfH190el0/P3vf1dmBw8dOsSECROUWccb\nN25w4sQJwsLC7Fp6aLVawsLC8PHxITs7Gzc3txLXYqvVaqXQ0L1LSceNGydJoRBCCCHEH8BPP/3E\nkCFDuHv3bok1IYrqAQwcOJCsrCwlqevevTsFBQXKCrRWrVoxYMAABgwYwLp163jzzTfp1asXLi4u\nDBw4kF27djF+/Hi6devGd999x9SpU7FYLL95bK1bt+bq1asMGjSIbdu2PfwXX0Yqm81me2LP/pSw\nWCx2G2YtFgtqtVrJ5nNzc3FwcFAqZObn52Oz2XBxccFsNpdpOaLVan3o1QMPHTpEcHDwb46x2Wwl\n7tV71FJSUkot7Xv37l20Wm2pcTMYDFit1lKX4lYWN2/efNKH8NT5o+0xfBwkZhUjcSs/iVn5Scwq\nRuJWfpU9ZkajEa1W+8Se/+OPPyYwMNCuHYSDg8MDi9ZkZmby+uuv06NHjye+/6+kGFbZ4jMZGRmk\npKSUui/HYDAofejS09MfajnX+6so3f/1/VPC9yZZ5dmj9rCnjsuSGKpUqoeaFJY1Ef6tfi+/lfDd\n+3O+39dff82gQYNQqVSoVCol0S4oKMDR0RGr1arcVsRqtRIfH4+3t/fv7kEjqq7Tp09z4cIFoPDC\nUN26denbty85OTls3ryZMWPGKE3p8/PzqVOnDj179izxfsHBwWzbtg2r1Yqjo6NSoXTFihVKld2Q\nkBAyMzM5efIkjo6OSqGZv/71r08sBkIIIURlVdGkztPT84nO4D1ulTIxzM/PZ/369crX9erVw83N\njczMzBITQ5PJxMKFC5X9ZUXtDMp7ZSItLY01a9bg4OCAWq1WEouiZZ9ms5mRI0faNVSfMGGCsnzx\n1q1brFy5stjjTpkyhXHjxrF+/XocHR0xmUw4OTlhNpsZMGAAbdq0Yd++ffzwww8kJydTp04dnJyc\nyMrKon379nZ7hmbNmlXqdHSNGjWUCqrlZTQaWbhwYZmauS9ZsoQXXnih2D6ovLw85s+fj16vp2nT\npiQkJBAREUF4eDh169YlLS2N/v37ExISotxn1apVjBs3jujoaKpXr06bNm3sHvOLL76gT58++Pj4\noNFo+O9//0urVq3o0KEDZrNZ+TkdO3aM/Px8HBwcOHjwIEePHlV+fq6urkycOJHvv/+eAwcOKInh\n9evXGT58OKdPn+b111+3e16TyYTFYsFkMpGbm8vdu3dJT09Hr9fToUMHWrZs+cA4PezmrVXBrQcP\neSIeVGG2qOUMFO7DLTqPDxw4oFyNPHToEEFBQdSrV4+oqCiuXbtW4v3i4+Pp3Lkzzz77LHv27CEh\nIQF3d3f8/Pz485//rDynj48PLVq0wNvbm507d9rtjxVCCCGEKK9KmRjabDZyc3MZP348FosFo9HI\nnj17OHHiBKdOnQJgzJgxNGzYkLVr13L58mWsVivh4eGYTCbUajXz58/H19e32Af+3+Lj40NoaCgb\nNmzA399fKQF//PhxJam5n7OzMzqdDkCpOlqk6Ni1Wi05OTlMnz6dgoICpk2bRlhYmN3Y3r1707t3\nb8LCwggLC8PBwYHt27cXqyo4YMCAUgvZxMbGlvm13mvx4sWkpqai0WiU15Kamsry5ctLHK/RaFiz\nZo0yU2o2mwkPD8fFxYUZM2ag0+n46KOPmDVrFk5OTrRo0YKJEycya9YsZQr/6NGjNG/enNu3b2M2\nm8nJycHZ2ZnU1FR27dqltJIIDAxUrtSkpaVx8+ZNkpKS2L17N1arlZEjR+Lu7q70TIRfq8HeLzAw\nkMTERKCwX+WmTZsIDAwkKipK6SnTtm1batSowZEjRzh8+DAuLi6YTCby8/Pp1q0bDRs2xN3dvUJx\nFn982dnZGI1G6tSpg16vx9HREVdXV6Bw1UPRrLRWq1X24t5/vzp16ijfL3r/uHnzJlevXiUpKYma\nNWvSt29fuxnxxMREhg0b9hhfqRBCCFF2snPt93scMayUiaFareb69ets3ryZtm3bcvbsWa5du8b8\n+fPRaDREREQoH7CGDRvGxYsX0Wg0XLx4EaPRSIcOHbBaraX2DymLtWvXKksW79y5U6zXIBRW9bx3\nWWPR7JLNZsPR0ZGrV69y/PhxoHA2oHbt2iQkJNCoUaMSnzMpKUlpe1Fk9+7dfPnll0yePLlMs1Tl\nUVQER61WM378eFJTU0lMTGTo0KHMmzdPmSktae/j2LFji8U3PT2dhQsXkpqaik6n49q1a8p9U1JS\n8PT0VD4kJycn07BhQzIzM1mwYAGtWrXihx9+4OjRo0qhnrS0NKxWq1IZatOmTTz//PP4+/uzd+9e\nBg8eDMDZs2cZNWoUq1evpnfv3kqhoJJeb2pqKu3bt1fKDB8+fJiePXtSo0YNtm3bpsz0FCWXGo2G\n8+fPc/z4cfr161escNC99u3bx759+wCYN29eGX8K4mlQ1qXpsbGxBAcH4+HhwYkTJxg1ahRffPEF\n3t7edOjQgdOnT9OwYUOSkpJ4+eWXlWXcRfe793n0ej0Wi4V27dqRlJRE165dqV69Ohs3buSXX35R\nLlzFxsYSEBDwUJfPVwUODg4Ss3KSmJWfxKxiJG7lV9ljplKplC0SlcnT0pasoKAANze3R96GqtJG\no0GDBhiNRjZu3Mjo0aNRq9VERUXRpEkTQkJClP5zUHIGXdqHd0CZFSv6tySvvfZasRnDex/7448/\nRq/X8/7775OUlIRaraZz587MnDkTm83GhAkTuHr1Kr6+viQnJ/OXv/wFo9FIVFQUDRs2ZMeOHfzp\nT39Sln/l5eWxcuVKXn/9dWWvYb9+/ejXrx+LFi16JCdCfHw8W7ZsITk5mfT0dCWJ0+l0JCUlER4e\nzosvvkhAQADp6el88MEHSlK7bt06oLAi6EcffUTjxo3x9vZm/vz56HQ6dDods2bNUp4rJibGrj9h\n0XLOGjVqEBoayt69e2nRogW9e/dWfp4ODg5s2LCBwMBATCYThw4dokGDBhw/fhyDwYDRaOTVV1+l\nbdu2nD9/nhs3btCgQQNCQ0NxcXHBarViNBqpVq0aLVu2pEePHsTFxREXF8fQoUNp2rQpWVlZ9OjR\ng/T0dDp16qTE+fTp0+zevRuNRoPBYODOnTukpKRgs9lo2bJlie08evXqVWKVK/H0K8uGfpvNxsWL\nF+ncuTM7duygTZs25OTkUFBQQHp6Ov7+/iQnJ/P999/j5+dHdnY22dnZdvcrep7c3Fy2bt3KoEGD\nSE9Px8nJCZPJRHp6Op6enuj1emrVqgXAqVOnGDBgQKUuOlAZVfZCDZWRxKz8JGYVI3Erv8oeM5vN\nRl5eHkaj8Ym1Yrifs7Oz3eqdyspms6FWq3FxcSn2M65SxWdCQkKYM2cODRs2pGnTpqxevZomTZoQ\nEBAAFO7p+/zzz5Wr7gUFBdhsNqXv4LZt2xg1apTSYLpIWa6oREZGsn//fgBu375Nx44d7W4fPnw4\ntWrVwtHRkW3btuHm5sbQoUMZOnQoNpsNm81Gq1at8PT05PDhw/j5+bFv3z4aN26M1Wqlfv36rFix\ngtDQUIxGI6tXr6Znz55s3rwZtVrN7du3uX37NgMHDkSv19u1YXhYWrduTZMmTZg9ezbh4eEsWrSI\ngIAAunbtypw5c+yWuzo6OuLr68v06dPtHmPZsmXK1ZaEhAS++OILkpKSmD59ul3z0J49ezJnzhy6\ndu2K1WolIyODI0eOkJyczJIlS5QZ4EuXLhEVFcXYsWPx8vJCp9ORm5tLVlYW3bp1o2bNmkoCu379\nemw2G9nZ2axYsYKuXbui1WqV2brbt2/z5ZdfKhuOL1y4wCuvvAIU/pJFR0fTr18/UlNTuXjxIsOH\nDwcKE/+OHTsqfROLZgzHjh2r3LesRXZE1ZGcnEzdunVRqVTo9XquXbvGqVOnSEtLY9euXbzwwgtK\nO5gBAwaUeD8oXIIeFRVFjx49lGIzO3bsIDAwkJo1a3Lp0iVlSXZWVhYuLi52F8qEEEKIykalUpXY\nv+9JquzJ9JNQqT/Zbt++nRdffJHIyEiGDRtGWloaV69exd/fH4A6deowZcoUNBoNKpWKnTt34uXl\nRdeuXYHibSaK3NvcvDSDBw8udcbw4MGDxMTEoFarycnJ4eeff0aj0XDgwAHc3Nyw2Wy0bt2afv36\nKfe5ePEix44d46233mLr1q34+/tz9OhRjhw5Qvfu3Xn33XdRq9U8//zzXLlyhcjISObMmYNer6dL\nly4PvZVFkcOHD9OvXz9UKhUTJ07k5s2b7NixQ4lxEbPZTEJCQrFZ1hs3bvDiiy8C0KhRI2bMmMGs\nWbMIDw+3mzF0c3OjS5cuxMbG4ufnpyT7Q4YMUfbxnT59mlu3btG3b19l5k6tVrN9+3ZGjhzJrFmz\naNasGR07dmTr1q1MmTIFKJyNDAkJITs7+zdfa7169Vi/fj1qtZqRI0cSHx/P888/z/79+0lNTVXG\nnTlzhp07dyoxv3fGEAoTw06dOtG3b9/ffL4HFSwRxT3Nb9KJiYnKRah7C0Zt2LBB6X0UExNDQECA\n3VKae+8HhX2WUlJSOHbsGMeOHaNDhw5069ZN2WvbtGlTGjduDBQuN/X19X3UL00IIYQQVUClTQxv\n3rxJly5d6N+/P7Gxsdy9exd3d3f0ej35+fnKLOHy5csxGAyoVCquXLmCxWLh0KFDyj6/f/7zn2V+\nzoSEBKKjozl37hznzp3D1dUVlUrFnTt3uH37Njt37mT06NH07NmTnj17YjAYWLx4Md27d1eWd73z\nzjsltlO4fPkyEydOtFviOnr0aDQaDYmJiWzYsEH5sJidnU1WVhaLFy8GCpOyYcOGFasC+jAYjUb2\n7dvHli1blATbbDaj0Wgwm83KPr4rV64wf/58TCYT9evX5/r163h6eqLRaLh+/TqAss/z3qqtReLi\n4jh79izBwcHUrFmTgIAAVq5cWWytucViUWbmAKKjo5VjcXZ2xmKxFGvrERISYrefszQ2m426devS\nsmVLu6UDP//8M7m5uWRkZFCjRg27SpFQfMZQiJL06FFyFdqRI0cq/+/evfsD73f/+VekpPPP39//\nqU6mhRBCCFF5VMrE0Gw2c+fOHeLj4zl//jz16tXj1KlTvPDCC5hMJlavXs1bb72FWq3m3XffBQoL\nMHh7e1O3bl0MBgODBw8u91I/T09PunbtSt++ffHw8FCSlujoaG7fvq1UJTUYDBw9epTo6GhGjx7N\nhQsXcHV1pVOnTsyePZugoCC6du2Kj48PUFiUpmj2MCMjQ9lDV1SI5f4lmnFxccTExDyWRMTBwYEh\nQ4aQl5eHu7s7Go2GrKwspRJi0fFv3ryZ2bNns2LFCvr3709KSgoHDx7k5ZdfZuXKlcyYMQO1Ws3a\ntWt55513MBgM5OXlKa9VpVLRs2dPAgMDsdlseHt7F1uWWqSowIvZbGb79u2EhYVx5swZmjVrhtFo\nVMbduXOHxMRE/P39y7TP1GazcebMGVJSUhgxYgRQuD9LpVIxYsQIFi9ezIcfflgssc/Pz6806+GF\nEEIIIYR4FCplYqjValm6dKny9a5du9BqtcqMmV6v5+jRo3Tt2pW9e/fy008/0aRJE8aMGYNareb4\n8eNMnz6dZ599lpdeeqnMGzM9PT3x9PQs9v37+wYmJyeTnZ3NtGnTcHZ25uzZsxQUFNCyZUumTZvG\nrl27MJlMyvh7/282m0vtQwiQmZnJihUrSixuAoWVLyMjI0u8rXHjxsr+y7LYuHEjMTExODs7Y7Va\nlUS6aMbQaDRiMBjo1q0bffr0QavV0rdvX4xGI0FBQdy6dQutVku/fv1ITk5GrVbTu3dv6taty1df\nfUWrVq2U11q0LBcKl859+eWXpSbuFouF/v374+HhQffu3UlNTSUyMpKpU6cSGRmJ1WqloKCA2bNn\nK8s5zWYzBQUFymNkZGQwb948u7YVLi4uTJgwgWbNmjF//nyaNGnC7t27mTx5Mlqtlh49epCYmGjX\nS/HkyZOsW7euXG1PijzsDcFVhcSt/CRmFSNxKz+JWflJzCpG4lZ+ErPyk5jZU9megsYipe0VhMIZ\nnxYtWhSb5TGbzZw/f56WLVsqy07F08lkMmEymUpcoltRBQUFj7RkcmhoqLSsqACJW/lJzCpG4lZ+\nErPyk5hVjMSt/CRm5ScxK65Szhjer7SkEChWLbSIg4MD7dq1e1SHJB4jJyenh151sbL10RFCCCGE\nEOJJejSlLoUQQgghhBBCPDU0ut/q8i6EqDBpI1AxErfyk5hVjMSt/CRm5ScxqxiJW/lJzMpPYmbv\nqdhjKIQQQgghhBDi0ZGlpEIIIYQQQjwFDAYDZ8+e5e7du0/6UMQfkMwYCiGE+MPKysrik08+YebM\nmSXenpGRwdSpU6lduzYAkydPpnr16o/zEMVTzmg0snjxYqxWK87OzkyaNKlYOyaLxcI777xDrVq1\nABgzZgwNGzZ8EodbaRgMBhISEmjcuLH8zpWRwWBg3rx5dOjQgejoaGbMmFEsdnKuid9D9hgK8Tss\nX76cqKgosrKyeO655yo8pqp5UEwsFgtvv/02J0+e5NChQ/j6+vLMM888gSOtXLKyspgzZ45df857\nmc1mFixYwJ49ewB49tlnH+fhVToGg4HPPvsMo9FISEhIiWPOnj2Lr68vY8eOJTg4uMq3NzIajSxc\nuJDDhw8TExNDly5dUKuLLy6S97VfHThwgI4dO/LKK68QHx+PSqUq1htNr9ejUqmYMGECwcHBVf79\nrCjBcXZ2Zt26dQQGBpb4uyfnmb0rV67Qvn17/vSnP5GamoqTk5NyUauInGsly8rKIiwsrNS/BXKu\nFZKlpEJUUExMDFarlYiICFJTU7l161aFxlQ1ZYnJtWvX6NatGzqdDp1OJ1c7KfwgtWzZMvLz80sd\n8+233+Lr68usWbOIiYkhNzf3MR5h5aNWq5k0aRLVqlUrdczly5fZv38///rXv/jqq68e49FVTt9/\n/z0vvfQS06ZNw8PDgzNnzhQbI+9r9vr06UPbtm0BuHv3bomzX5cvX+b06dNMmTKF5cuXY7FYHvdh\nVipJSUm89tprDB48mHbt2pGQkFBsjJxnxT333HM0b96c+Ph4rl69SvPmzYuNkXOtZOvWrcNkMpV4\nm5xrv5LEUIgKOn/+PIGBgQC0a9eOixcvVmhMVVOWmMgftuLKkuScP3+eoKAgAPz8/Lh69erjOrxK\nSavVotVqf3OMv78/Op2OuXPncvnyZa5du/aYjq5yKkuSI+9rJbt06RI5OTklflhv0qQJ06dPZ+7c\nuVgsFn788ccncISVR1kSHDnPSmaz2Th27Biurq7FliyDnGsliYuLw9nZGQ8PjxJvl3PtV5IYClFB\n+fn51KhRAwA3Nzfu3LlToTFVTVliIn/YiitLkiPnW/m1aNGCatWqoVarady4cZW+Unyv30py5Dwr\nzmAwsGbNGsaPH1/i7Y0aNcLT0xMoLI8v59mDExw5z0qmUql44403aNiwISdPnix2u5xr9sxmM998\n8w0jR44sdYyca7+SxFCICnJxcVGWJeTl5WG1Wis0pqopS0zkD1vF3B9bqS32YBEREWRmZpKfn8/Z\ns2dl2TIPTnLkfc2e2Wzmk08+YcSIEdSsWbPEMZ999hl6vR6r1cqJEydo1KjRYz7KyudBCY6cZ8VF\nRUVx+PBhoHA/cEkXC+VcsxcVFUXv3r1xdXUtdYyca7+SxFCICvL19VWWG1y7dg0fH58KjalqyhIT\n+cNWMffGVq/Xl/ohtaqKi4vj22+/tfvekCFDCA8P56OPPiIkJKRY0ZCqpixJjryv2Ttw4ACJiYlE\nRkai0+n4+uuv2bRpk92YIUOGsHTpUj744AOaN2+uLNetqsqS4Mh5VlyvXr04cuQIM2bMwGq14uXl\nJefaA5w7d449e/ag0+nQ6/WsWLGi2Bg5134l7SqEqCCj0ciMGTNo3bo1Z86c4b333uP48eMMGzas\n1DEREREPXA74R1eWuCUlJbFkyRJsNhudOnVi+PDhT/CIK5eigjxxcXFcv36dvn37Krf98ssvzJ07\nlzZt2nDp0iUiIiJKrCgpRGn27t3Lxo0blYsxrVq1wmKxyPuaeKgMBgOLFi3CbDbToEED+vTpQ3R0\ntJxn4pHS6XS88cYbHD16VM61UkhiKMTvUNRo9rnnnit1U3NZxlQ1EpNHJyMjg4sXL+Lv719l/7CJ\nR09+h8XjIOeZeFzkXCskiaEQQgghhBBCVHGyxkgIIYQQQgghqrji9YGFEEIIIYQQQjw2WVlZfPLJ\nJ8ycObPE27ds2UJ8fLwytkePHgwaNOihHoPMGAohhBCiXN5//31yc3Mxm83k5eWRnp7OpUuXOHTo\nECtWrODEiRPK2OPHj5OXl2d3/1OnTpGenl7scb/99ltMJhPh4eEkJSWxbds2jEYjq1atUj4QCSHE\nH43BYGDZsmXk5+eXOmbo0KFKAboGDRrQo0ePh34cMmMohLhM2O8AAAbSSURBVBBCiHJxdHSkWrVq\n7Nu3j507d+Lm5kZCQgLBwcEYjUa7PmDnz5/n5s2bDB48GChsbL5ixQomT56Mt7e33eNaLBYiIyPR\naDTk5eURHR1N//79iYuLY8CAASUey6xZs8jNzcXJycnu+yaTCa1Wy7Rp0x7yqxdCiIdLrVYzadIk\nFixYABTOCP7nP//BaDTSsWNHu5nBK1eu4OXlRY0aNR7+cTz0RxRCCCHEH9L169eJjo4mJyeHY8eO\n0atXL3x8fPjHP/6Bh4cHo0eP5tatWzRq1AiTyYTRaKRPnz5Uq1aN3NxccnJyuHLlCp6envj5+QGF\nvROtVismkwlPT0+qV69OTk4O8fHx+Pn5ER8fT15eHrVq1QKgoKDA7pgcHEq/xq3RaB5dMIQQ4iHR\narV2lcSjoqIICgpi9uzZnDhxguzsbOW2Xbt22bWqephkxlAIIYQQZebo6IhKpcLBwYFFixaRlpbG\n0qVLyczMJDQ0lOzsbD777DP69OnDd999R0JCAk2bNuX48eN4eHjwzDPPkJ+fT2hoKGlpabi7uzNm\nzBiaNWvGhQsXuHLlClevXqVevXq4ubmxd+9ebDYboaGhpKenU61aNRYsWEC1atUAaNKkCRqNBkdH\nR7vjLCgowGKxPIkQCSHE73Lz5k1leX5+fj6ZmZm4u7uTk5PD3bt3qV279iN5XkkMhRBCCFEm9evX\np379+kRGRtKuXTsCAgL48ccf2bp1K15eXrRs2RKVSsXYsWMB+L//+z/efvttwsLC0Gg0pKSk8MEH\nHzB+/HiCgoKIiIhg9OjR1K1bF7PZTK1atcjIyMDJyQmtVourqys///wzffr0YciQISxevJiXXnqJ\natWqERsby44dO9BqtcWSwiIWi4WwsDBGjRqFr6/v4wyVEEJUWN26denUqROtW7fmyJEjuLm5AXDi\nxAnat2//yJ5XlpIKIYQQoszS09MxGAx8+OGHxMbGsnbtWiZOnAhA//790ev1/Pvf/yYtLU25z0cf\nfcS7777Lzp07efnllzly5AgAaWlp+Pj4AJCRkYG7uzuvvvoqnp6eDB06FG9vbywWCwkJCcpzF10p\nDwgIYObMmXh4eFCrVi3q1auHq6srrq6u1KtXj1q1alG9enVmzpwpSaEQ4qkycOBAtm/fzvTp0zlz\n5gzPPPMMAD/99JOyDP9RkBlDIYQQQpTJkSNH+Prrr8nLy2PcuHEsX74cNzc3li1bpvxrMpn45Zdf\nSE1NxcfHB2dnZ+bNm8fRo0fJyMigf//+TJo0ifT0dGw2m7JH0GAwsHPnTrZs2YLNZmP+/Pk4ODgw\ne/ZsdDodBoOB3Nxc5cp5kcTERBwdHXFwcCAjIwOAGjVqYDabMZvNjz1GQghRUTqdDgAPDw+mTJlS\n7Pb33nvvkT6/zBgKIYQQokz8/f35+OOP8fb2JiAggLlz5+Ll5YVOp8NmsxEeHk7Hjh3p378/bdq0\nIT09HXd3d6CwSqizszMAnTp1YunSpbRp00Z5bF9fX2bOnIlWq+XTTz9lwIAB1KlTBycnJwICAli4\ncCGtW7cudkwWi4XOnTsTFBSEr68vvr6+BAUF0blzZ2w22+MJjBBC/AFIYiiEEEKIMqlevbpdWwgX\nFxcSEhIIDQ3lxo0bhIaGsn//fuX22NhYZdlTTk6OUnUvMDCQ+Ph4unfvbvf4mZmZNGnShDlz5rBq\n1SplCWiXLl24cOECHTt2tBtvs9l47bXXqF+/Pl5eXspSUi8vL+rXr8+IESMeSRyEEOKPSBJDIYQQ\nQlSYr68v8+bNo169esybN4+ePXsChTOEe/fuJTg4mBs3bhAXF4enpyd6vZ5ly5YREhLCmjVruH79\nuvJYtWvXJigoiIKCAoYNG8b169eJiYlh8eLF/O1vf2PVqlVcuHBBGZ+amsqmTZvYvn0727dv59y5\nc5w7d075euvWrRiNxsceEyGEeBppdEWLWYUQQgghfoPVauV///sfjo6OdOrUCYPBwObNmzl9+jQa\njYaDBw8q/QeTk5NxcnKie/fubNq0CScnJxwdHVm7di1vvvkmffr0wc3NjU8//ZQGDRrg6elJREQE\nubm5jBkzBj8/P+7evcuBAwcYP348nTp1olGjRnzzzTd06dKFnJwclixZgqurq7LHsKCgAAcHB9zd\n3XFwcMDR0ZFDhw7RoUMHXFxcnnT4hBCiUlPZZAG+EEIIIR4Bq9WKWv3r4qSi5vT3tpfIzc3F2dnZ\nbpwQQojHTxJDIYQQQgghhKji5PKcEEIIIYQQQlRxkhgKIYQQQgghRBUniaEQQgghhBBCVHGSGAoh\nhBBCCCFEFSeJoRBCCCGEEEJUcf8PESBSu0KMtU4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 900x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[1:21].plot(kind='barh',color=color_line).invert_yaxis()\n",
    "#使用 pd.Series把dataframe转成Series\n",
    "#data = pd.Series(data['playCount'].values)\n",
    "#for y,x in enumerate(list(data['playCount'].values[1:21])):\n",
    "for y,x in enumerate(list(data.iloc[:,1][1:21].values)):\n",
    "    plt.text(x+1600000,y+0.3,'%s' %round(x,1),ha='center',color=colors)\n",
    "    #plt.text(x-20,y+0.3,'%s' %x,color=colors)\n",
    "plt.xlabel('播放数量')\n",
    "plt.ylabel('歌单名称')\n",
    "plt.title('播放数量最多的TOP20歌单', color = colors, fontsize=fontsize_title)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('播放数量最多的TOP20歌单.png',dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[41094772,\n",
       " 37185064,\n",
       " 31393852,\n",
       " 30460302,\n",
       " 27107300,\n",
       " 18519378,\n",
       " 17338788,\n",
       " 15403695,\n",
       " 12368797,\n",
       " 11561604,\n",
       " 9827816,\n",
       " 8841251,\n",
       " 8747021,\n",
       " 8706438,\n",
       " 8587671,\n",
       " 8059432,\n",
       " 7993862,\n",
       " 7890135,\n",
       " 7818393,\n",
       " 7497257]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(data['playCount'].values[1:21])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.index=data['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['攒了一大堆好听的歌想和你一起听', '听说你也在找好听的华语歌', '那些喜欢到循环播放的歌',\n",
       "       '失恋必听歌单 | 因为你突然听懂了很多歌', '2018年度最热新歌TOP100', '别急，甜甜的恋爱马上就轮到你了',\n",
       "       '温柔暴击 | 沉溺于男友音的甜蜜乡', '最是粤语最为情深 也唯独你最难忘怀', '提神醒脑 疯狂抖腿魔性摇头.GIF',\n",
       "       'Hip-hop | 少女心狙击手',\n",
       "       ...\n",
       "       '邓丽君1982年香港伊丽莎白体育馆演唱会', '⚡︎ 2019年精选电音 待制作 敬请期待', '一周日语新歌（12/29～01/04）',\n",
       "       '祺鑫时光轴2018年下', '【纯音乐】你是否听过，那属于夏日的美好', '方灿的Spotify歌单',\n",
       "       '冷门纯音｜ 轻叩心扉，静享惬意好时光', '【我爱学习】学习解压轻音乐', '【轻音乐】如何优雅地睡觉', '思念的解药 即是归乡'],\n",
       "      dtype='object', name='name', length=1306)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name\n",
       "听说你也在找好听的华语歌                  41094772\n",
       "那些喜欢到循环播放的歌                   37185064\n",
       "失恋必听歌单 | 因为你突然听懂了很多歌          31393852\n",
       "2018年度最热新歌TOP100              30460302\n",
       "别急，甜甜的恋爱马上就轮到你了               27107300\n",
       "温柔暴击 | 沉溺于男友音的甜蜜乡             18519378\n",
       "最是粤语最为情深 也唯独你最难忘怀             17338788\n",
       "提神醒脑 疯狂抖腿魔性摇头.GIF             15403695\n",
       "Hip-hop | 少女心狙击手              12368797\n",
       "你最想对暗恋的人 说的一句话是什么             11561604\n",
       "风月无憾 | 你是我有关青春 最美的句读           9827816\n",
       "新的一年，希望你喜欢的人也喜欢你               8841251\n",
       "【2018年度电影精选| Ready Story 】     8747021\n",
       "\"若是心怀旧梦 就别再无疾而终\"               8706438\n",
       "“长大”这两个字，孤独得连偏旁都没有             8587671\n",
       "如何用手机铃声惊艳四座？ 日语篇               8059432\n",
       "再见大侠：武侠小说泰斗金庸逝世                7993862\n",
       "KTV必点：有没有一首歌，唱着唱着就泪奔           7890135\n",
       "你放弃过一个爱了很久的人吗？                 7818393\n",
       "欧美·耳朵怀孕 | 盘点那些流行歌手             7497257\n",
       "Name: playCount, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:,1][1:21]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1306, 2)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 41094772),\n",
       " (1, 37185064),\n",
       " (2, 31393852),\n",
       " (3, 30460302),\n",
       " (4, 27107300),\n",
       " (5, 18519378),\n",
       " (6, 17338788),\n",
       " (7, 15403695),\n",
       " (8, 12368797),\n",
       " (9, 11561604),\n",
       " (10, 9827816),\n",
       " (11, 8841251),\n",
       " (12, 8747021),\n",
       " (13, 8706438),\n",
       " (14, 8587671),\n",
       " (15, 8059432),\n",
       " (16, 7993862),\n",
       " (17, 7890135),\n",
       " (18, 7818393),\n",
       " (19, 7497257)]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(enumerate(list(data.iloc[:,1][1:21].values)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "41094772\n",
      "41094772\n",
      "#############\n",
      "1\n",
      "37185064\n",
      "37185064\n",
      "#############\n",
      "2\n",
      "31393852\n",
      "31393852\n",
      "#############\n",
      "3\n",
      "30460302\n",
      "30460302\n",
      "#############\n",
      "4\n",
      "27107300\n",
      "27107300\n",
      "#############\n",
      "5\n",
      "18519378\n",
      "18519378\n",
      "#############\n",
      "6\n",
      "17338788\n",
      "17338788\n",
      "#############\n",
      "7\n",
      "15403695\n",
      "15403695\n",
      "#############\n",
      "8\n",
      "12368797\n",
      "12368797\n",
      "#############\n",
      "9\n",
      "11561604\n",
      "11561604\n",
      "#############\n",
      "10\n",
      "9827816\n",
      "9827816\n",
      "#############\n",
      "11\n",
      "8841251\n",
      "8841251\n",
      "#############\n",
      "12\n",
      "8747021\n",
      "8747021\n",
      "#############\n",
      "13\n",
      "8706438\n",
      "8706438\n",
      "#############\n",
      "14\n",
      "8587671\n",
      "8587671\n",
      "#############\n",
      "15\n",
      "8059432\n",
      "8059432\n",
      "#############\n",
      "16\n",
      "7993862\n",
      "7993862\n",
      "#############\n",
      "17\n",
      "7890135\n",
      "7890135\n",
      "#############\n",
      "18\n",
      "7818393\n",
      "7818393\n",
      "#############\n",
      "19\n",
      "7497257\n",
      "7497257\n",
      "#############\n"
     ]
    }
   ],
   "source": [
    "for y,x in enumerate(list(data.iloc[:,1][1:21].values)):\n",
    "    print(y,)\n",
    "    print(x,)\n",
    "    print(round(x,1))\n",
    "    print('#############')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "result3=result.sort_values(by=['playCount'],ascending = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "result3=pd.concat([result1['name'],result1['playCount']],axis=1,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                      0         1\n",
      "56                      攒了一大堆好听的歌想和你一起听  51084856\n",
      "224                        听说你也在找好听的华语歌  41094772\n",
      "22                          那些喜欢到循环播放的歌  37185064\n",
      "34                 失恋必听歌单 | 因为你突然听懂了很多歌  31393852\n",
      "105                    2018年度最热新歌TOP100  30460302\n",
      "112                     别急，甜甜的恋爱马上就轮到你了  27107300\n",
      "225                   温柔暴击 | 沉溺于男友音的甜蜜乡  18519378\n",
      "216                   最是粤语最为情深 也唯独你最难忘怀  17338788\n",
      "196                   提神醒脑 疯狂抖腿魔性摇头.GIF  15403695\n",
      "88                     Hip-hop | 少女心狙击手  12368797\n",
      "60                    你最想对暗恋的人 说的一句话是什么  11561604\n",
      "62                 风月无憾 | 你是我有关青春 最美的句读   9827816\n",
      "68                     新的一年，希望你喜欢的人也喜欢你   8841251\n",
      "83           【2018年度电影精选| Ready Story 】   8747021\n",
      "163                    \"若是心怀旧梦 就别再无疾而终\"   8706438\n",
      "186                  “长大”这两个字，孤独得连偏旁都没有   8587671\n",
      "89                     如何用手机铃声惊艳四座？ 日语篇   8059432\n",
      "38                      再见大侠：武侠小说泰斗金庸逝世   7993862\n",
      "130                KTV必点：有没有一首歌，唱着唱着就泪奔   7890135\n",
      "226                      你放弃过一个爱了很久的人吗？   7818393\n",
      "71                   欧美·耳朵怀孕 | 盘点那些流行歌手   7497257\n",
      "227                  在这些孤单角色里，你是否找到了自己？   7214054\n",
      "151                    会讲故事的男声 歌词唱的太像自己   7106718\n",
      "100                    英语课上的那些英文歌【青春印象】   6909012\n",
      "78                   你打算什么时候去见那个超级想见的人啊   6655488\n",
      "93                   遥不可及 | 还有多远才能进入你的心   6507286\n",
      "95                    我还是那么没出息，处处留意你的消息   6209251\n",
      "70                 「青春印象」有没有一首歌瞬间勾起你的回忆   6198247\n",
      "61                国风民谣 |满堂花醉三千客，一剑霜寒十四州   6092863\n",
      "126                      天冷了，想谈一场甜甜的恋爱阿   5918832\n",
      "...                                 ...       ...\n",
      "1110                         前奏直接秒杀的纯音乐       101\n",
      "1015                        金庸-武侠影视歌曲大全       101\n",
      "1176                        从前不回头，往后不将就       100\n",
      "1108              【助睡眠】雷声 雨声 风声 海浪声 大自然        98\n",
      "1019                      「阿肆的作品歌单」100首        96\n",
      "1027                         盘点中国说唱巅峰单曲        92\n",
      "1025                  小姐姐宅家『自嗨必备』欧美女声电音        91\n",
      "1028                          去KTV可以唱的歌        89\n",
      "1024                           快手初九直播歌单        89\n",
      "1026                            去tm的世界！        87\n",
      "1031       中岛美嘉 Special Live 2019 广州/上海        85\n",
      "1032                   霉霉丨泰勒斯威·夫特的Style        82\n",
      "1034                    C95东方专辑收录（一专一首）        80\n",
      "1118  CLUB MIAMI HOHHOT 百大DJ-DENIZ KOYU        78\n",
      "1037                               战歌舞曲        76\n",
      "1035                             vlog ❤        74\n",
      "1123                     ＊我们自雪乡去往雾夏＊（贰）        73\n",
      "1043                             伴读喵自习室        71\n",
      "1042                              细腻莫扎特        69\n",
      "1138               【开业歌曲】新店开业喜庆歌曲大全100首        67\n",
      "1049               邓丽君1982年香港伊丽莎白体育馆演唱会        65\n",
      "1051              ⚡︎ 2019年精选电音 待制作 敬请期待        62\n",
      "1172                一周日语新歌（12/29～01/04）        60\n",
      "1052                        祺鑫时光轴2018年下        58\n",
      "1063                【纯音乐】你是否听过，那属于夏日的美好        49\n",
      "1067                       方灿的Spotify歌单        42\n",
      "1086                 冷门纯音｜ 轻叩心扉，静享惬意好时光        31\n",
      "1233                      【我爱学习】学习解压轻音乐        29\n",
      "1183                       【轻音乐】如何优雅地睡觉        24\n",
      "1117                         思念的解药 即是归乡        19\n",
      "\n",
      "[1306 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "print(result3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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